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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JPH</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Public Health Surveill</journal-id>
      <journal-title>JMIR Public Health and Surveillance</journal-title>
      <issn pub-type="epub">2369-2960</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v10i1e44398</article-id>
      <article-id pub-id-type="pmid">38568194</article-id>
      <article-id pub-id-type="doi">10.2196/44398</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Updated Surveillance Metrics and History of the COVID-19 Pandemic (2020-2023) in Latin America and the Caribbean: Longitudinal Trend Analysis</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Mavragani</surname>
            <given-names>Amaryllis</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Coccia</surname>
            <given-names>Mario</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Zhao</surname>
            <given-names>Jinkou</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Post</surname>
            <given-names>Lori Ann</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Buehler Center for Health Policy and Economics</institution>
            <institution>Robert J Havey, MD Institute for Global Health</institution>
            <institution>Northwestern University</institution>
            <addr-line>420 E Superior</addr-line>
            <addr-line>Chicago, IL, 60611</addr-line>
            <country>United States</country>
            <phone>1 312 503 1706</phone>
            <email>lori.post@northwestern.edu</email>
          </address>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-6261-3254</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Wu</surname>
            <given-names>Scott A</given-names>
          </name>
          <degrees>BA</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-0440-1218</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Soetikno</surname>
            <given-names>Alan G</given-names>
          </name>
          <degrees>BS</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3404-1671</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Ozer</surname>
            <given-names>Egon A</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <xref rid="aff5" ref-type="aff">5</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-7131-3691</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Liu</surname>
            <given-names>Yingxuan</given-names>
          </name>
          <degrees>MA</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-6697-0160</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Welch</surname>
            <given-names>Sarah B</given-names>
          </name>
          <degrees>MPH</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-5609-3718</ext-link>
        </contrib>
        <contrib id="contrib7" contrib-type="author">
          <name name-style="western">
            <surname>Hawkins</surname>
            <given-names>Claudia</given-names>
          </name>
          <degrees>MD, MPH</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <xref rid="aff6" ref-type="aff">6</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-7228-6317</ext-link>
        </contrib>
        <contrib id="contrib8" contrib-type="author">
          <name name-style="western">
            <surname>Moss</surname>
            <given-names>Charles B</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff7" ref-type="aff">7</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1172-7112</ext-link>
        </contrib>
        <contrib id="contrib9" contrib-type="author">
          <name name-style="western">
            <surname>Murphy</surname>
            <given-names>Robert L</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <xref rid="aff8" ref-type="aff">8</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3936-2052</ext-link>
        </contrib>
        <contrib id="contrib10" contrib-type="author">
          <name name-style="western">
            <surname>Mason</surname>
            <given-names>Maryann</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6524-1532</ext-link>
        </contrib>
        <contrib id="contrib11" contrib-type="author">
          <name name-style="western">
            <surname>Havey</surname>
            <given-names>Robert J</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff8" ref-type="aff">8</xref>
          <xref rid="aff9" ref-type="aff">9</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-7176-058X</ext-link>
        </contrib>
        <contrib id="contrib12" contrib-type="author">
          <name name-style="western">
            <surname>Lundberg</surname>
            <given-names>Alexander L</given-names>
          </name>
          <degrees>PhD, MSc</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9743-8441</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Buehler Center for Health Policy and Economics</institution>
        <institution>Robert J Havey, MD Institute for Global Health</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Emergency Medicine</institution>
        <institution>Feinberg School of Medicine</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Feinberg School of Medicine</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Medicine</institution>
        <institution>Division of Infectious Diseases, Feinberg School of Medicine</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Center for Pathogen Genomics and Microbial Evolution</institution>
        <institution>Robert J Havey, MD Institute for Global Health</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff6">
        <label>6</label>
        <institution>Center for Global Communicable and Emerging Infectious Diseases</institution>
        <institution>Robert J Havey, MD Institute for Global Health</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff7">
        <label>7</label>
        <institution>Institute of Food and Agricultural Sciences</institution>
        <institution>University of Florida</institution>
        <addr-line>Gainesville, FL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff8">
        <label>8</label>
        <institution>Robert J Havey, MD Institute for Global Health</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff9">
        <label>9</label>
        <institution>Department of Medicine, General Internal Medicine and Geriatrics</institution>
        <institution>Feinberg School of Medicine</institution>
        <institution>Northwestern University</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Lori Ann Post <email>lori.post@northwestern.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2024</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>17</day>
        <month>5</month>
        <year>2024</year>
      </pub-date>
      <volume>10</volume>
      <elocation-id>e44398</elocation-id>
      <history>
        <date date-type="received">
          <day>6</day>
          <month>10</month>
          <year>2023</year>
        </date>
        <date date-type="rev-request">
          <day>13</day>
          <month>2</month>
          <year>2024</year>
        </date>
        <date date-type="rev-recd">
          <day>12</day>
          <month>3</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>20</day>
          <month>3</month>
          <year>2024</year>
        </date>
      </history>
      <copyright-statement>©Lori Ann Post, Scott A Wu, Alan G Soetikno, Egon A Ozer, Yingxuan Liu, Sarah B Welch, Claudia Hawkins, Charles B Moss, Robert L Murphy, Maryann Mason, Robert J Havey, Alexander L Lundberg. Originally published in JMIR Public Health and Surveillance (https://publichealth.jmir.org), 17.05.2024.</copyright-statement>
      <copyright-year>2024</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Public Health and Surveillance, is properly cited. The complete bibliographic information, a link to the original publication on https://publichealth.jmir.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://publichealth.jmir.org/2024/1/e44398" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>In May 2020, the World Health Organization (WHO) declared Latin America and the Caribbean (LAC) the epicenter of the COVID-19 pandemic, with over 40% of worldwide COVID-19–related deaths at the time. This high disease burden was a result of the unique circumstances in LAC.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study aimed to (1) measure whether the pandemic was expanding or contracting in LAC when the WHO declared the end of COVID-19 as a public health emergency of international concern on May 5, 2023; (2) use dynamic and genomic surveillance methods to describe the history of the pandemic in the region and situate the window of the WHO declaration within the broader history; and (3) provide, with a focus on prevention policies, a historical context for the course of the pandemic in the region.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>In addition to updates of traditional surveillance data and dynamic panel estimates from the original study, we used data on sequenced SARS-CoV-2 variants from the Global Initiative on Sharing All Influenza Data (GISAID) to identify the appearance and duration of variants of concern (VOCs). We used Nextclade nomenclature to collect clade designations from sequences and Pangolin nomenclature for lineage designations of SARS-CoV-2. Additionally, we conducted a 1-sided <italic>t</italic> test for whether the regional weekly speed (rate of novel COVID-19 transmission) was greater than an outbreak threshold of 10. We ran the test iteratively with 6 months of data across the period from August 2020 to May 2023.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>The speed of pandemic spread for the region had remained below the outbreak threshold for 6 months by the time of the WHO declaration. Acceleration and jerk were also low and stable. Although the 1- and 7-day persistence coefficients remained statistically significant for the 120-day period ending on the week of May 5, 2023, the coefficients were relatively modest in magnitude (0.457 and 0.491, respectively). Furthermore, the shift parameters for either of the 2 most recent weeks around May 5, 2023, did not indicate any change in this clustering effect of cases on future cases. From December 2021 onward, Omicron was the predominant VOC in sequenced viral samples. The rolling <italic>t</italic> test of speed=10 became entirely insignificant from January 2023 onward.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Although COVID-19 continues to circulate in LAC, surveillance data suggest COVID-19 is endemic in the region and no longer reaches the threshold of the pandemic definition. However, the region experienced a high COVID-19 burden in the early stages of the pandemic, and prevention policies should be an immediate focus in future pandemics. Ahead of vaccination development, these policies can include widespread testing of individuals and an epidemiological task force with a contact-tracing system.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>SARS-CoV-2</kwd>
        <kwd>COVID-19</kwd>
        <kwd>Latin America</kwd>
        <kwd>Caribbean</kwd>
        <kwd>pandemic</kwd>
        <kwd>surveillance</kwd>
        <kwd>COVID-19 transmission</kwd>
        <kwd>speed</kwd>
        <kwd>acceleration</kwd>
        <kwd>deceleration</kwd>
        <kwd>jerk</kwd>
        <kwd>dynamic panel</kwd>
        <kwd>generalized method of moments</kwd>
        <kwd>GMM</kwd>
        <kwd>Arellano-Bond</kwd>
        <kwd>7-day lag</kwd>
        <kwd>epidemiological</kwd>
        <kwd>pandemic</kwd>
        <kwd>genomic</kwd>
        <kwd>transmission</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>COVID-19, the disease caused by the virus SARS-CoV-2, was first detected in Wuhan, China, in the fall of 2019 [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref5">5</xref>]. The first case of COVID-19 in Latin America and the Caribbean (LAC) [<xref ref-type="bibr" rid="ref6">6</xref>] occurred in São Paulo, Brazil, and involved a Brazilian national traveling home from Northern Italy [<xref ref-type="bibr" rid="ref7">7</xref>]. Our research team conducted an analysis of the pandemic in LAC 1 year into the pandemic [<xref ref-type="bibr" rid="ref8">8</xref>]. This study provides 2 additional years of updated surveillance and epidemiological analysis for the region.</p>
        <p>We have adopted the World Bank’s definition of LAC, which is based on economic development and geographical proximity, encompassing Argentina, Belize, Bolivia, Brazil, Colombia, Chile, Costa Rica, Ecuador, El Salvador, Guatemala, Guyana, Honduras, Mexico, Nicaragua, Panama, Paraguay, Peru, Suriname, Uruguay, and Venezuela in the Latin America region and Antigua and Barbuda, Aruba, the Bahamas, Barbados, Bermuda, the British Virgin Islands, the Cayman Islands, Cuba, Curaçao, Dominica, the Dominican Republic, Grenada, Haiti, Jamaica, Puerto Rico (the United States), St Barthelemy, St Kitts and Nevis, St Lucia, St Vincent and the Grenadines, Sint Maarten (the Netherlands), Trinidad and Tobago, Turks and Caicos Islands, and the US Virgin Islands in the Caribbean region [<xref ref-type="bibr" rid="ref6">6</xref>].</p>
        <p>The World Health Organization (WHO) and Director-General Ghebreyesus declared the end of COVID-19 as a public health emergency of international concern on May 5, 2023 [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>], based on the recommendation of the COVID-19 Emergency Committee [<xref ref-type="bibr" rid="ref11">11</xref>]. To that end, we compare how the pandemic was progressing before and after the declaration. The “public health emergency of international concern” status is not a definitive statement of whether a pandemic exists nor whether one has ended. The aim of this study was to provide a statistical context to determine whether COVID-19 had transitioned from pandemic to endemic status in LAC at the point of the declaration, a time when many governments worldwide had dropped emergency policy responses around COVID-19.</p>
        <p>Epidemiological terms, such as “pandemic,” “epidemic,” “outbreak,” and “endemic,” are used to describe the occurrence and spread of diseases [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref12">12</xref>]. The distinctions between these terms lie in their scope and geographic extent. The terms “pandemic,” “epidemic,” “outbreak,” and “endemic” do not describe the severity of a disease; instead, they describe its prevalence [<xref ref-type="bibr" rid="ref13">13</xref>]. An epidemic refers to a sudden increase in the number of disease cases in a specific population or region. If the epidemic spreads across several countries or continents, it becomes a pandemic. An outbreak, in contrast, describes a sudden increase in a concentrated setting, usually involving a more limited geographic area than an epidemic. The word “endemic” refers to the constant presence of a disease in a particular geographic region or population, with no sudden increases in case volume [<xref ref-type="bibr" rid="ref14">14</xref>-<xref ref-type="bibr" rid="ref16">16</xref>].</p>
        <p>Public health surveillance is the “ongoing, systematic collection, analysis, and interpretation of health-related data essential to planning and evaluation of public health practice” [<xref ref-type="bibr" rid="ref17">17</xref>]. Surveillance not only explains the burden due to a disease but also generates research questions and guides researchers on topics that require further investigation [<xref ref-type="bibr" rid="ref18">18</xref>-<xref ref-type="bibr" rid="ref32">32</xref>]. Surveillance allows us to compare the burden of a disease between geographical regions and to understand which regions are most impacted. The impact can be measured through absolute numbers and rates of how many people contract a disease, how many die, and what the affiliated costs are.</p>
        <p>However, traditional public health surveillance has inherent limitations, which this study addresses. For example, surveillance predominantly offers a retrospective view, presenting a static snapshot of past events [<xref ref-type="bibr" rid="ref18">18</xref>-<xref ref-type="bibr" rid="ref32">32</xref>]. In the middle of a burgeoning pandemic, policy makers and public health practitioners also need to understand what is about to happen. For example, forward-looking metrics are helpful to understand the trajectory of an outbreak’s growth, the shift from linear to exponential expansion, or disparities in the impact across regions. To that end, we have developed enhanced surveillance metrics that capture the dynamic nature of a pandemic and identify imminent growth, notably pinpointing a region’s position along the epidemiological outbreak curve. Although many large cities, states, and countries conducted helpful COVID-19 disease projection models to inform leaders how to “flatten the curve” so as not to overwhelm health systems, these one-off studies cost millions and only gave projections for a relatively short time frame [<xref ref-type="bibr" rid="ref33">33</xref>-<xref ref-type="bibr" rid="ref49">49</xref>]. Moreover, these studies were outdated by the time of their publication and were not relevant to future variants of concern (VOCs) with varied rates of transmission, severe disease, and reproduction. Our enhanced surveillance metrics provide predictive models in an ongoing systematic fashion consistent with surveillance systems. Our enhanced metrics also incorporate dynamic indicators of the pandemic speed at national, regional, and worldwide levels. These metrics gauge the acceleration of the speed from 1 week to the next and predict new cases based on prior dynamic panels across months of daily infections, effectively forecasting the progression of the outbreak. This predictive ability identifies the “echoing forward” of cases. Our metrics have undergone rigorous testing and validation in prior publications that this study updates [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref50">50</xref>-<xref ref-type="bibr" rid="ref57">57</xref>].</p>
        <p>For purposes of this study, standard surveillance metrics explain what has already happened in LAC, while enhanced surveillance metrics show what is about to happen by predicting new cases based on past infections or where along an epidemiological curve a country may sit. We use both types of metrics to inform the possible declaration of the end of the pandemic.</p>
      </sec>
      <sec>
        <title>Objectives</title>
        <p>This study had 3 objectives. First, we aimed to measure whether there was an expansion or contraction in the pandemic in LAC when the WHO declared the end of the COVID-19 public health emergency of international concern on May 5, 2023. At both the region and country level, we used advanced surveillance and analytical techniques to describe the status of the pandemic in a 2-week window around the WHO declaration. From a public health perspective, we needed to know whether the rate of new COVID-19 cases was increasing, decreasing, or stable from week to week and whether any changes in the transmission rate indicated an acceleration or deceleration of the pandemic. Statistical insignificance represents a significant finding, as this can signal the epidemiological “end” to the pandemic if the rate of new cases is 0 (or extremely low) and stable, meaning that the number of new cases is neither accelerating nor decelerating.</p>
        <p>Second, we used dynamic and genomic surveillance methods to describe the history of the pandemic in the region and situate the time window around the WHO declaration within the broader history. We included the ratio of COVID-19 deaths to the number of transmissions as a proxy for the mortality risk from infection at the population level. We also included a historical record of genomic surveillance from sequenced viral specimens to identify the appearance and spread of VOCs in the region.</p>
        <p>Third, we aimed to provide a historical context for the course of the pandemic in LAC. We addressed several questions: How did countries respond to the pandemic? How did the region fare in terms of the disease burden? What social, economic, and political factors shaped the course of COVID-19 in the region? This context can provide important lessons for disease prevention and mitigation in future pandemics.</p>
        <p>Regional analyses are valuable because multiple factors, not limited to climate change, governance, economic trade routes, public health infrastructure, and human migration, can all shape the risk profile of COVID-19 transmissions [<xref ref-type="bibr" rid="ref58">58</xref>-<xref ref-type="bibr" rid="ref62">62</xref>]. In this study, we discussed the role of these factors in the course of the pandemic in LAC. In May 2020, the WHO declared LAC the epicenter of the pandemic, accounting for over 40% of all worldwide COVID-19 deaths at the time [<xref ref-type="bibr" rid="ref63">63</xref>]. This high disease burden was a result of the unique circumstances in LAC, and these circumstances can inform preparedness for future pandemics and waves of transmissions.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Study Design and Data Collection</title>
        <p>We conducted trend analyses with longitudinal COVID-19 data from Our World in Data (OWID) [<xref ref-type="bibr" rid="ref64">64</xref>] to provide updates of traditional surveillance data and dynamic panel estimates from the original studies by Post and colleagues [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref67">67</xref>]. For the LAC region, the data comprised an unbalanced panel of 43 countries and territories, from August 21, 2020, to May 12, 2023. Please see the <italic>Introduction</italic> section for the complete list of countries. Since several countries worldwide switched from daily to weekly reports at various points in 2023, so we used a cubic spline to interpolate daily new cases and deaths if any country had 4 consecutive periods of nonzero new cases interspersed by 6 days of 0 new cases.</p>
        <p>Additionally, we used data on sequenced SARS-CoV-2 variants from the Global Initiative on Sharing All Influenza Data (GISAID) to identify the appearance and duration of VOCs [<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref72">72</xref>]. We used Nextclade nomenclature [<xref ref-type="bibr" rid="ref73">73</xref>] to collect clade designations from sequences and Pangolin nomenclature for lineage designations of SARS-CoV-2 [<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref75">75</xref>]. Metadata for the study period were collected on June 22, 2023. To avoid a low frequency or potentially erroneous samples, the data set was further filtered to exclude months with fewer than 100 available samples, variant groups with fewer than 5 samples in a month, and variant groups representing less than 0.5% of the total samples in a month. The final data set consisted of 184,386 total samples available on GISAID [<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref72">72</xref>].</p>
        <p>Traditional surveillance metrics include the speed of spread of the pandemic, defined as the rate of new COVID-19 cases per 100,000 people. Enhanced metrics add acceleration, jerk, and 1- and 7-day persistence measures. Acceleration is the change in speed from one unit of time to the next. This measure can identify whether the rate of transmission is increasing (positive acceleration), decreasing (negative), or stable (0). Jerk is the change in acceleration from one time unit to the next. Its name is lifted from physics nomenclature. A large jerk can signal explosive growth in transmission rates. The 1- and 7-day persistence measures provide the impact of the 1- and 7-day lag of speed on the current speed. Thus, these measures capture how COVID-19 cases echo-forward to cases either 1 or 7 days later. They are derived from an Arellano-Bond dynamic panel data model [<xref ref-type="bibr" rid="ref76">76</xref>], which follows the form</p>
        <disp-formula>y<sub>it</sub> = ρy<sub>it – 1</sub> + βX<sub>it</sub> + α<sub>i</sub> + u<sub>it</sub>,</disp-formula>
        <p>where the dependent variable is speed, the independent variables include weekend and recent week indicators, α<sub>i</sub> is a country fixed effect, and u<sub>it</sub> is the idiosyncratic error term. See the initial study for details [<xref ref-type="bibr" rid="ref8">8</xref>].</p>
      </sec>
      <sec>
        <title>Statistical Analysis</title>
        <p>Lastly, we analyzed the potential “statistical end” to the pandemic with (1) dynamic panel estimates for shifts in the pandemic [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref42">42</xref>] and (2) a 1-sided <italic>t</italic> test for whether the mean speed was equal to or greater than the outbreak threshold of 10 [<xref ref-type="bibr" rid="ref77">77</xref>]. We ran the latter test on a rolling 6-month window of the weekly regional speed, and we plotted the <italic>P</italic> values from the <italic>t</italic> test over time. All statistical analyses were conducted in R version 4.2.1 (R Foundation for Statistical Computing) with the <italic>plm</italic> package (version 2.6-2) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>].</p>
      </sec>
      <sec>
        <title>Ethical Considerations</title>
        <p>All data used in this study are publicly available and contain no identifiable, private information. Therefore, the study does not constitute research with human subjects, as defined by 45CFR46:102, and Institutional Review Board review was unsolicited. However, the authors note that anonymized COVID-19 data surveillance systems can generate local and global ethical questions beyond the scope of this study [<xref ref-type="bibr" rid="ref78">78</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Dynamic Panel Estimates</title>
        <p><xref ref-type="table" rid="table1">Table 1</xref> presents dynamic panel estimates for the most recent time window. The Wald test for regression was significant (<italic>P</italic>&lt;.001), and the Sargan test failed to reject the validity of the overidentification restrictions (<italic>P</italic>=.99). Although the 1- and 7-day lag coefficients were statistically significant as a function of the large sample size, suggesting a cluster effect in which cases on a given day impacted cases 1 and 7 days later, the coefficients were modest in magnitude (0.457 and 0.491, respectively). Furthermore, the shift parameters for the most recent week were significant and negative, meaning the clustering effect had become smaller in the week after the WHO declaration (but the shift parameter was positive and similar in magnitude for the prior week).</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Arellano-Bond dynamic panel estimates of the number of daily COVID-19 infections reported by LAC<sup>a</sup> countries from April 28 to May 12, 2023.<sup>b</sup></p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="660"/>
            <col width="160"/>
            <col width="180"/>
            <thead>
              <tr valign="top">
                <td>Variable</td>
                <td>Value</td>
                <td><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>1-day lag coefficient</td>
                <td>0.457</td>
                <td>&lt;.001</td>
              </tr>
              <tr valign="top">
                <td>7-day lag coefficient</td>
                <td>0.491</td>
                <td>&lt;.001</td>
              </tr>
              <tr valign="top">
                <td>Shift parameter week of April 28</td>
                <td>0.212</td>
                <td>.03</td>
              </tr>
              <tr valign="top">
                <td>Shift parameter week of May 5</td>
                <td>–0.274</td>
                <td>&lt;.001</td>
              </tr>
              <tr valign="top">
                <td>Weekend</td>
                <td>0.981</td>
                <td>.08</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>LAC: Latin America and the Caribbean.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>Wald test: <italic>χ</italic><sup>2</sup><sub>6</sub>=951.65 (<italic>P</italic>≤2.22e-16); Sargan test: <italic>χ</italic><sup>2</sup><sub>540</sub>=37 (<italic>P</italic>=.99).</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Static Surveillance Metrics</title>
        <p>Static surveillance metrics for the week of April 28, 2023, are provided in <xref ref-type="table" rid="table2">Table 2</xref>. The same metrics for the week of May 5, 2023, are provided in Table S1 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>. Most countries had a small number of new COVID-19 cases. The exceptions were Brazil, Costa Rica, Panama, Puerto Rico, and Uruguay. By far, the highest transmission rate was observed in Puerto Rico, where the speed was 144 in the week of April 28 and 182 in the following week. The next highest speed over the 2 weeks was just under 19 in Brazil, and the speed for the country dipped to 12 in the following week. For all other countries and territories, the speed was below the threshold considered a low transmission rate by the Centers for Disease Control and Prevention (CDC) [<xref ref-type="bibr" rid="ref79">79</xref>]. Most rates fell well below the informal threshold of 10 cases per week per 100,000 population [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref50">50</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. Specifically, <italic>low</italic> transmission is considered no more than 10 cases per 100,000 people per week, <italic>moderate</italic> transmission is 10-50 cases per 100,000 people per week, and <italic>substantial</italic> transmission is 50-100 cases per 100,000 people per week [<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref80">80</xref>].</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Static COVID-19 surveillance metrics for LAC<sup>a</sup> countries in the week of April 28, 2023.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="130"/>
            <col width="90"/>
            <col width="110"/>
            <col width="80"/>
            <col width="110"/>
            <col width="80"/>
            <col width="110"/>
            <col width="80"/>
            <col width="110"/>
            <col width="100"/>
            <thead>
              <tr valign="top">
                <td>Country</td>
                <td>New COVID-19 cases, n</td>
                <td>Cumulative COVID-19 cases, n</td>
                <td>7-day Moving average of new cases</td>
                <td>Weekly transmission rate/100,000 individuals</td>
                <td>New deaths, n</td>
                <td>Cumulative deaths, n</td>
                <td>7-day Moving average of deaths</td>
                <td>Death rate/100,000 individuals</td>
                <td>Conditional death rate</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Argentina</td>
                <td>0</td>
                <td>10,044,957</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>130,472</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Aruba</td>
                <td>10</td>
                <td>44,114</td>
                <td>10</td>
                <td>0</td>
                <td>0</td>
                <td>287</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Barbados</td>
                <td>0</td>
                <td>107,466</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>588</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Belize</td>
                <td>0</td>
                <td>70,782</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>688</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Bermuda</td>
                <td>0</td>
                <td>18,860</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>165</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Bolivia</td>
                <td>61</td>
                <td>1,197,239</td>
                <td>60.57</td>
                <td>3.48</td>
                <td>0</td>
                <td>22,377</td>
                <td>0.14</td>
                <td>0.02</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Brazil</td>
                <td>5827</td>
                <td>37,449,418</td>
                <td>5953.43</td>
                <td>18.95</td>
                <td>0</td>
                <td>701,494</td>
                <td>39.86</td>
                <td>0.15</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Chile</td>
                <td>208</td>
                <td>5,283,908</td>
                <td>273</td>
                <td>7.44</td>
                <td>0</td>
                <td>61,384</td>
                <td>8.71</td>
                <td>0.28</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Colombia</td>
                <td>89</td>
                <td>6,364,636</td>
                <td>89.29</td>
                <td>1.20</td>
                <td>0</td>
                <td>142,713</td>
                <td>1</td>
                <td>0.02</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Costa Rica</td>
                <td>139</td>
                <td>1,228,659</td>
                <td>151.29</td>
                <td>18.81</td>
                <td>0</td>
                <td>9351</td>
                <td>1.71</td>
                <td>0.23</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Cuba</td>
                <td>44</td>
                <td>1,113,088</td>
                <td>37.29</td>
                <td>0</td>
                <td>0</td>
                <td>8530</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Curacao</td>
                <td>2</td>
                <td>45,798</td>
                <td>1.71</td>
                <td>6.69</td>
                <td>0</td>
                <td>301</td>
                <td>0</td>
                <td>0.56</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Dominican<break/>Republic</td>
                <td>7</td>
                <td>661,045</td>
                <td>5.71</td>
                <td>0</td>
                <td>0</td>
                <td>4384</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Ecuador</td>
                <td>126</td>
                <td>1,061,766</td>
                <td>108</td>
                <td>4.89</td>
                <td>0</td>
                <td>36,019</td>
                <td>0</td>
                <td>0</td>
                <td>0.03</td>
              </tr>
              <tr valign="top">
                <td>Grenada</td>
                <td>0</td>
                <td>19,693</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>238</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Guatemala</td>
                <td>85</td>
                <td>1,248,171</td>
                <td>97.14</td>
                <td>0</td>
                <td>0</td>
                <td>20,189</td>
                <td>0</td>
                <td>0</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Guyana</td>
                <td>1</td>
                <td>73,162</td>
                <td>3</td>
                <td>0</td>
                <td>0</td>
                <td>1298</td>
                <td>0</td>
                <td>0</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Haiti</td>
                <td>0</td>
                <td>34,228</td>
                <td>0.29</td>
                <td>0</td>
                <td>0</td>
                <td>860</td>
                <td>0</td>
                <td>0</td>
                <td>0.03</td>
              </tr>
              <tr valign="top">
                <td>Honduras</td>
                <td>0</td>
                <td>472,533</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>11,112</td>
                <td>0</td>
                <td>0</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Jamaica</td>
                <td>9</td>
                <td>154,786</td>
                <td>7.43</td>
                <td>2.24</td>
                <td>0</td>
                <td>3536</td>
                <td>0</td>
                <td>0.28</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Mexico</td>
                <td>1182</td>
                <td>7,590,885</td>
                <td>1264.14</td>
                <td>6.49</td>
                <td>0</td>
                <td>333,990</td>
                <td>9.43</td>
                <td>0.04</td>
                <td>0.04</td>
              </tr>
              <tr valign="top">
                <td>Nicaragua</td>
                <td>1</td>
                <td>15,697</td>
                <td>1</td>
                <td>0.10</td>
                <td>0</td>
                <td>245</td>
                <td>0</td>
                <td>0</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Panama</td>
                <td>86</td>
                <td>1,036,733</td>
                <td>89</td>
                <td>13.67</td>
                <td>0</td>
                <td>8621</td>
                <td>0.43</td>
                <td>0.08</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Paraguay</td>
                <td>0</td>
                <td>735,759</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>19,880</td>
                <td>0</td>
                <td>0</td>
                <td>0.03</td>
              </tr>
              <tr valign="top">
                <td>Peru</td>
                <td>280</td>
                <td>4,501,130</td>
                <td>262.29</td>
                <td>5.77</td>
                <td>0</td>
                <td>220,122</td>
                <td>7</td>
                <td>0.10</td>
                <td>0.05</td>
              </tr>
              <tr valign="top">
                <td>Puerto Rico</td>
                <td>670</td>
                <td>1,224,366</td>
                <td>606.71</td>
                <td>144.29</td>
                <td>0</td>
                <td>5901</td>
                <td>1.57</td>
                <td>0.33</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>St Barthelemy</td>
                <td>1</td>
                <td>5486</td>
                <td>0.14</td>
                <td>0</td>
                <td>0</td>
                <td>5</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>Sint Maarten</td>
                <td>0</td>
                <td>11,030</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>92</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>St Kitts and Nevis</td>
                <td>0</td>
                <td>6598</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>46</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>St Lucia</td>
                <td>0</td>
                <td>30,052</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>409</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>St Vincent and Grenadines</td>
                <td>1</td>
                <td>9611</td>
                <td>1</td>
                <td>0</td>
                <td>0</td>
                <td>124</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Suriname</td>
                <td>0</td>
                <td>82,495</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>1404</td>
                <td>0</td>
                <td>1.22</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Trinidad and<break/>Tobago</td>
                <td>7</td>
                <td>191,350</td>
                <td>–1.57</td>
                <td>3.01</td>
                <td>0</td>
                <td>4387</td>
                <td>0</td>
                <td>–0.21</td>
                <td>0.02</td>
              </tr>
              <tr valign="top">
                <td>Turks and Caicos Islands</td>
                <td>4</td>
                <td>6565</td>
                <td>4.57</td>
                <td>0</td>
                <td>0</td>
                <td>38</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>US Virgin<break/>Islands</td>
                <td>2</td>
                <td>24,919</td>
                <td>2</td>
                <td>0</td>
                <td>0</td>
                <td>130</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Uruguay</td>
                <td>87</td>
                <td>1,037,893</td>
                <td>92.43</td>
                <td>17.86</td>
                <td>0</td>
                <td>7625</td>
                <td>0</td>
                <td>0.16</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Venezuela</td>
                <td>7</td>
                <td>552,578</td>
                <td>3.57</td>
                <td>0</td>
                <td>0</td>
                <td>5856</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>LAC: Latin America and the Caribbean.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>We noted, however, some sparsity in data reports. To temper the episodic reporting that became more frequent in 2023, we shifted from daily transmission rates and daily speed to weekly transmission rates and weekly speed in contrast to our initial study. A second benefit of shifting from daily to weekly reporting was that the CDC established weekly thresholds of what constitutes a low, moderate, and substantial outbreak, as noted earlier. For example, having 0 new cases in Argentina over the 2 weeks is clearly a product of a failure to report data. Although Puerto Rico appears to have been in a large outbreak around the WHO declaration, island territories often vacillate between high and low transmission rates [<xref ref-type="bibr" rid="ref81">81</xref>]. The outbreaks in the other 4 countries were relatively small. Based on the definition of a pandemic or an outbreak in several countries, the data indicated a shift from pandemic to endemic COVID-19 in most of LAC, while it was an epidemic in Puerto Rico.</p>
        <p>The surveillance metrics demonstrated little to no change before and after the WHO declaration. Without question, Brazil had the most cases of COVID-19 transmissions and deaths, but this rank is partly a function of population size. Thus, a better measure is the number of COVID-19 cases and deaths per 100,000 people. Moreover, death is often a better proxy for the state of an outbreak than transmissions because deaths are less likely to be undercounted [<xref ref-type="bibr" rid="ref82">82</xref>]. Undercounting may be due to poor public health infrastructure, a switch to home antigen testing, or a dearth of polymerase chain reaction (PCR) testing or other resources. Although Brazil reported 0.02 deaths per confirmed infection, several countries had higher rates. Peru had the highest rate at 0.05, followed by Mexico at 0.04 and Ecuador, Haiti, and Paraguay at 0.03.</p>
        <p><xref ref-type="table" rid="table3">Table 3</xref> and Table S2 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> contain enhanced dynamic surveillance metrics for the 2 weeks before and after May 5, 2023. Again, the speed was low for every country except Brazil, Costa Rica, Panama, Puerto Rico, and Uruguay. Acceleration and jerk were both either small or negative for every country and territory. The 7-day persistence effect on the speed was also small except for the countries in outbreak status. These metrics suggest the pandemic may have indeed ended for the region. Only a single territory was in a substantial outbreak and 4 others in relatively modest outbreaks; thus, epidemiologically, COVID-19 would be considered an epidemic in Puerto Rico and an end-stage epidemic in Brazil, Costa Rico, Panama, and Uruguay, with mild outbreaks in these countries. The average speed for the LAC region was below the outbreak threshold. Since COVID-19 cases in LAC have leveled off, with the exception of Puerto Rico, indicating that the disease is stable or constant in the region, it is more accurate to say that COVID-19 in LAC has shifted to being endemic [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref84">84</xref>]. Note that the numbers in <xref ref-type="table" rid="table3">Table 3</xref> and Table S2 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> are not calculated as day-over-day averages across the week, as they are in <xref ref-type="table" rid="table2">Table 2</xref> and Table S1 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>. Thus, the magnitudes of the speed are consistent but not identical to those matched across tables.</p>
        <p><xref ref-type="table" rid="table4">Table 4</xref> compares the 7-day persistence effect on the speed for the top 5 countries around the 2 weeks of the WHO declaration. These ranks largely reflect the speed in the countries with outbreaks in the prior tables. However, Chile appeared at rank 5 in the week of April 28, 2023. This level of persistence would be cause for alarm if Chile did not see a substantial drop, as it did, in the subsequent week.</p>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Novel COVID-19 surveillance metrics for LAC<sup>a</sup> countries for the week of April 28, 2023.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="340"/>
            <col width="130"/>
            <col width="170"/>
            <col width="110"/>
            <col width="250"/>
            <thead>
              <tr valign="top">
                <td>Country</td>
                <td>Weekly speed</td>
                <td>Weekly acceleration</td>
                <td>Weekly jerk</td>
                <td>7-day Persistence effect on speed</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Argentina</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>Aruba</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>Barbados</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>5.23</td>
              </tr>
              <tr valign="top">
                <td>Belize</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>Bermuda</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>Bolivia</td>
                <td>3.47</td>
                <td>0.02</td>
                <td>–0.01</td>
                <td>2.55</td>
              </tr>
              <tr valign="top">
                <td>Brazil</td>
                <td>19.35</td>
                <td>–0.24</td>
                <td>0.07</td>
                <td>17</td>
              </tr>
              <tr valign="top">
                <td>Chile</td>
                <td>9.74</td>
                <td>–0.80</td>
                <td>0.02</td>
                <td>12.09</td>
              </tr>
              <tr valign="top">
                <td>Colombia</td>
                <td>1.20</td>
                <td>0.01</td>
                <td>–0.01</td>
                <td>0.77</td>
              </tr>
              <tr valign="top">
                <td>Costa Rica</td>
                <td>20.44</td>
                <td>–0.43</td>
                <td>–0.07</td>
                <td>17.59</td>
              </tr>
              <tr valign="top">
                <td>Cuba</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0.10</td>
              </tr>
              <tr valign="top">
                <td>Curacao</td>
                <td>5.90</td>
                <td>0.24</td>
                <td>0.02</td>
                <td>3.47</td>
              </tr>
              <tr valign="top">
                <td>Dominican Republic</td>
                <td>0.05</td>
                <td>0</td>
                <td>0</td>
                <td>0.05</td>
              </tr>
              <tr valign="top">
                <td>Ecuador</td>
                <td>4.20</td>
                <td>0.23</td>
                <td>0</td>
                <td>2.42</td>
              </tr>
              <tr valign="top">
                <td>Grenada</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0.88</td>
              </tr>
              <tr valign="top">
                <td>Guatemala</td>
                <td>0.60</td>
                <td>0</td>
                <td>0</td>
                <td>0.43</td>
              </tr>
              <tr valign="top">
                <td>Guyana</td>
                <td>0.51</td>
                <td>0</td>
                <td>0</td>
                <td>0.16</td>
              </tr>
              <tr valign="top">
                <td>Haiti</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0.01</td>
              </tr>
              <tr valign="top">
                <td>Honduras</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0.05</td>
              </tr>
              <tr valign="top">
                <td>Jamaica</td>
                <td>1.86</td>
                <td>0.10</td>
                <td>0.02</td>
                <td>1.32</td>
              </tr>
              <tr valign="top">
                <td>Mexico</td>
                <td>6.94</td>
                <td>–0.12</td>
                <td>–0.03</td>
                <td>5.60</td>
              </tr>
              <tr valign="top">
                <td>Nicaragua</td>
                <td>0.09</td>
                <td>0</td>
                <td>0</td>
                <td>0.04</td>
              </tr>
              <tr valign="top">
                <td>Panama</td>
                <td>14.12</td>
                <td>–0.05</td>
                <td>–0.04</td>
                <td>11.86</td>
              </tr>
              <tr valign="top">
                <td>Paraguay</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>Peru</td>
                <td>5.40</td>
                <td>0.05</td>
                <td>0.06</td>
                <td>4.94</td>
              </tr>
              <tr valign="top">
                <td>Puerto Rico</td>
                <td>130.59</td>
                <td>4.03</td>
                <td>0.40</td>
                <td>85.52</td>
              </tr>
              <tr valign="top">
                <td>St Barthelemy</td>
                <td>1.30</td>
                <td>0</td>
                <td>0</td>
                <td>1</td>
              </tr>
              <tr valign="top">
                <td>Sint Maarten</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>St Kitts and Nevis</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>St Lucia</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>St Vincent and Grenadines</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0.95</td>
              </tr>
              <tr valign="top">
                <td>Suriname</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>Trinidad and Tobago</td>
                <td>–0.76</td>
                <td>0.60</td>
                <td>0.47</td>
                <td>2.29</td>
              </tr>
              <tr valign="top">
                <td>Turks and Caicos Islands</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
              <tr valign="top">
                <td>US Virgin Islands</td>
                <td>1.72</td>
                <td>0</td>
                <td>0</td>
                <td>1</td>
              </tr>
              <tr valign="top">
                <td>Uruguay</td>
                <td>18.94</td>
                <td>–0.40</td>
                <td>0.03</td>
                <td>17.12</td>
              </tr>
              <tr valign="top">
                <td>Venezuela</td>
                <td>0.01</td>
                <td>0</td>
                <td>0</td>
                <td>0.05</td>
              </tr>
              <tr valign="top">
                <td>Argentina</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
                <td>0</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><sup>a</sup>LAC: Latin America and the Caribbean.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <table-wrap position="float" id="table4">
          <label>Table 4</label>
          <caption>
            <p>LAC<sup>a</sup> countries with the highest 7-day persistence estimate in the weeks of April 28 and May 5, 2023.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="250"/>
            <col width="250"/>
            <col width="0"/>
            <col width="250"/>
            <col width="250"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Week of April 28, 2023</td>
                <td colspan="3">Week of May 5, 2023</td>
              </tr>
              <tr valign="top">
                <td>Country</td>
                <td colspan="2">7-day Persistence</td>
                <td>Country</td>
                <td>7-day Persistence</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Puerto Rico</td>
                <td colspan="2">85.52</td>
                <td>Puerto Rico</td>
                <td>91.89</td>
              </tr>
              <tr valign="top">
                <td>Costa Rica</td>
                <td colspan="2">17.59</td>
                <td>Costa Rica</td>
                <td>14.38</td>
              </tr>
              <tr valign="top">
                <td>Uruguay</td>
                <td colspan="2">17.12</td>
                <td>Brazil</td>
                <td>13.62</td>
              </tr>
              <tr valign="top">
                <td>Brazil</td>
                <td colspan="2">17.00</td>
                <td>Uruguay</td>
                <td>13.33</td>
              </tr>
              <tr valign="top">
                <td>Chile</td>
                <td colspan="2">12.09</td>
                <td>Panama</td>
                <td>9.94</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table4fn1">
              <p><sup>a</sup>LAC: Latin America and the Caribbean.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p><xref rid="figure1" ref-type="fig">Figure 1</xref> plots the regional speed, acceleration, jerk, and 7-day persistence metrics from August 21, 2020, to May 12, 2023. The dashed gray line denotes the informal CDC outbreak threshold speed of 10. The region was in a nearly continuous state of outbreak until September 2021. Several months later, the Omicron variant drove a substantial outbreak, culminating in a speed of 66 novel cases per week per 100,000 population. A second, smaller wave followed, which brought a peak speed of 20 in July 2022. A final outbreak barely eclipsed the outbreak threshold speed of 10 in December 2023. The region has seen the speed decrease, stabilize, and remain well below the outbreak threshold ever since.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Timeline of speed, acceleration, jerk, and 7-day persistence in LAC from 2020-2023. LAC: Latin America and the Caribbean.</p>
          </caption>
          <graphic xlink:href="publichealth_v10i1e44398_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p><xref rid="figure2" ref-type="fig">Figure 2</xref> plots variant groups as a proportion of all viral specimens collected and sequenced in the region (and made available through GISAID) each month. The early, nearly continuous state of outbreak in the region spanned the ancestral variant through the temporary dominance of the Delta variant. Interestingly, the region also had a period in which the majority of viral specimens returned as the Gamma variant. Compared to other worldwide regions, LAC had a greater diversity of variants. Later outbreaks were driven by the Omicron variant. LAC, like much of the rest of the world, saw a surge in cases amid the heightened transmissibility of Omicron [<xref ref-type="bibr" rid="ref85">85</xref>]. Another potential indication of the end to the pandemic is the continued dominance of the Omicron variant. Although the region saw a mixture of variants prior to the arrival of Omicron in November 2021, viral sequences have almost exclusively returned as Omicron and its subvariants ever since.</p>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>VOC groups as a proportion of all sequenced SARS-CoV-2 specimens over time in LAC from March 2020 to May 2023. LAC: Latin America and the Caribbean; VOC: variant of concern.</p>
          </caption>
          <graphic xlink:href="publichealth_v10i1e44398_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p><xref rid="figure3" ref-type="fig">Figure 3</xref> plots <italic>P</italic> values from a series of 1-sided <italic>t</italic> tests of whether the speed for the region was equal to or greater than the outbreak threshold of 10. These tests were conducted on a rolling 6-month window of the weekly regional speed. The dashed gray line denotes the least restrictive conventional significance level threshold of α=.10. The test immediately rejected the null hypothesis in favor of the alternative and continued to so until the end of 2021. The test statistic became totally insignificant for a brief period in December 2021, before regaining significance in February 2022. This second period of significance was driven by the large Omicron outbreak. The test lost significance again in August 2022 and has been totally insignificant from December 2022 onward. This more recent lack of statistical significance is consistent with the end to the pandemic in the region, as the test clearly failed to reject the null hypothesis of the outbreak threshold speed.</p>
        <p><xref rid="figure4" ref-type="fig">Figure 4</xref> provides a timeline of the onset of COVID-19 in LAC, as well as vaccination programs and major events that shaped the course of the pandemic in the region, such as economic, educational, and political impacts.</p>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Rolling t-tests of weekly speed=10 over a 6-month window in LAC. LAC: Latin America and the Caribbean.</p>
          </caption>
          <graphic xlink:href="publichealth_v10i1e44398_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>Timeline of the COVID-19 pandemic in LAC. LAC: Latin America and the Caribbean; PAHO: Pan-American Health Organization; VOC: variant of concern; WHO: World Health Organization.</p>
          </caption>
          <graphic xlink:href="publichealth_v10i1e44398_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>The results indicate that COVID-19 was well contained in LAC at the time of the WHO declaration. Both traditional and enhanced surveillance metrics indicated low and stable transmission rates around the time of the declaration. Nearly every SARS-CoV-2 test specimen returned as the Omicron variant from November 2021 onward. Finally, the rolling <italic>t</italic> test for regional outbreak status was entirely insignificant from December 2022 onward. Collectively, these results suggest a transition from pandemic to endemic in the region. However, these more recent trends do not reflect the full history of COVID-19 in LAC. The region had a unique set of risk factors and responses to COVID-19, which shaped the trajectory of transmission rates, especially in the early stages of the pandemic.</p>
        <p>Although many countries in LAC reacted swiftly and preemptively to protect citizens and contain the spread of COVID-19, the region struggled to contain the levels of infection, mainly due to the prevalence of informal economies and the limitations of health infrastructure and social protection systems [<xref ref-type="bibr" rid="ref86">86</xref>-<xref ref-type="bibr" rid="ref90">90</xref>]. The informal sector of the economy refers to unrecorded economic activity, which would contribute to the gross domestic product (GDP) and tax revenue, if recorded. The sector contributes around a third of all economic activity in low-to-middle-income countries, but the sector poses a challenge for public health prevention efforts because its workers are often unknown and unregulated by governments [<xref ref-type="bibr" rid="ref91">91</xref>]. LAC also faces an elevated risk profile for pandemics because of several factors, including climate change and human migration [<xref ref-type="bibr" rid="ref92">92</xref>,<xref ref-type="bibr" rid="ref93">93</xref>]. (We note, however, that the relationship between weather and COVID-19 transmissions can be complex, and not every product of climate change necessarily raises the risk of transmission [<xref ref-type="bibr" rid="ref58">58</xref>]. Recent work indicates prevention strategies should be instituted in the summer and fully implemented in the winter [<xref ref-type="bibr" rid="ref59">59</xref>].)</p>
        <p>In May 2020, LAC was declared the epicenter of the pandemic by the WHO, with over 40% of the world’s COVID-19 deaths and more than 6.5 million confirmed cases at the time [<xref ref-type="bibr" rid="ref63">63</xref>]. Just 1 year later, in May 2021, the region recorded its one-millionth COVID-19 death, with almost 90% of the deaths occurring in 5 countries: Brazil (44.3%), Mexico (22.1%), Colombia (8.3%), Argentina (7.3%), and Peru (6.7%) [<xref ref-type="bibr" rid="ref94">94</xref>]. At that time, of the 153.5 million COVID-19 vaccines administered in the Americas, only 21.6% came through LAC [<xref ref-type="bibr" rid="ref94">94</xref>,<xref ref-type="bibr" rid="ref95">95</xref>]. Through 2022 and 2023, difficulties in production, access, and equitable distribution among different countries within LAC limited COVID-19 vaccination success and exacerbated hesitancy and rejection [<xref ref-type="bibr" rid="ref96">96</xref>]. Despite the relatively late arrival of COVID-19 to LAC, the region suffered disproportionately. Several factors emerged as key determinants of the region’s hardship, including pandemic unpreparedness, fragile health care systems, socioeconomic inequalities, and poor governmental support [<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref98">98</xref>]. Ultimately, LAC suffered the largest death toll from COVID-19 across developing regions and 1 of the sharpest declines in economic activity, with expected long-lasting socioeconomic consequences for the region [<xref ref-type="bibr" rid="ref99">99</xref>].</p>
        <p>LAC was economically vulnerable when the pandemic hit, due to limited fiscal resilience after the 2008 worldwide recession [<xref ref-type="bibr" rid="ref86">86</xref>]. In 2020, the region experienced a historic 7% contraction in the GDP, with many countries seeing over a 10% economic decline [<xref ref-type="bibr" rid="ref86">86</xref>,<xref ref-type="bibr" rid="ref100">100</xref>]. This contraction was the largest in the region’s history [<xref ref-type="bibr" rid="ref101">101</xref>]. Although modest growth was observed in 2021 and 2022 (6.9% and 3.5%, respectively), the International Monetary Fund projected a slowdown to 1.7% in 2023, largely due to inflation caused by interest rate hikes and fiscal policies [<xref ref-type="bibr" rid="ref100">100</xref>]. Challenges included worsening inequality, higher poverty rates, and impacts on labor income, particularly among the extremely poor [<xref ref-type="bibr" rid="ref102">102</xref>-<xref ref-type="bibr" rid="ref106">106</xref>]. Major economic challenges anticipated for LAC in the years ahead include lingering effects of the pandemic in the setting of increased energy and food prices, which are mostly due to Russia’s invasion of Ukraine and China’s economic slowdown [<xref ref-type="bibr" rid="ref100">100</xref>]. Even as the region rebounded, poverty rates remained high and continued to rise in 2022 [<xref ref-type="bibr" rid="ref107">107</xref>,<xref ref-type="bibr" rid="ref108">108</xref>]. Labor income, accounting for 68% of income among impoverished households, saw significant drops, particularly among the extremely poor [<xref ref-type="bibr" rid="ref109">109</xref>].</p>
        <p>LAC was especially burdened by sociopolitical unrest during the pandemic, in large part due to preexisting increases in authoritarian practices, weak democratic institutions, politicized judicial systems, and high levels of organized and unorganized crime and violence [<xref ref-type="bibr" rid="ref100">100</xref>]. The region experienced a disproportionate number of political and public health threats, most notably the assassination of Haiti’s president in a coup d’état, followed by a devastating earthquake that effectively eliminated any remnants of the public health infrastructure [<xref ref-type="bibr" rid="ref110">110</xref>,<xref ref-type="bibr" rid="ref111">111</xref>]. COVID-19 was eclipsed by the outbreak of violence, cholera, and extreme poverty [<xref ref-type="bibr" rid="ref112">112</xref>]. Other political turmoil included significant demonstrations in Brazil repeatedly protesting former President Jair Bolsonaro and his far-right administration’s handling of the pandemic, which included promotion of unscientific theories and pandemic denialism [<xref ref-type="bibr" rid="ref113">113</xref>-<xref ref-type="bibr" rid="ref116">116</xref>]. Intense protests also occurred in Cuba, Chile, Bolivia, and Colombia, with the average growth rate of the number of protests in LAC marked at 5.84% compared to a worldwide rate of 1.15%, according to the United Nations Development Program [<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref117">117</xref>]. Given previously described socioeconomic issues, protests in LAC were also markedly intersectional, with examples including regular violent demonstrations in Colombia over both pandemic-related restrictions and police brutality and unpopular tax reform at the time [<xref ref-type="bibr" rid="ref118">118</xref>]. Overall, in the region, as a result of unpopular policies and social unrest, a widespread anti-incumbent electoral trend was observed, starting in 2020 [<xref ref-type="bibr" rid="ref100">100</xref>].</p>
      </sec>
      <sec>
        <title>Policies Implemented to Control and Mitigate the Transmission of COVID-19</title>
        <p>Much of the LAC COVID-19 response was spearheaded by the WHO’s Pan American Health Organization (PAHO). PAHO efforts included building the COVID-19 Genomic Surveillance Regional Network, which provided the region a way to track the evolution of COVID-19 and monitor new variants and pathogens with pandemic potential [<xref ref-type="bibr" rid="ref119">119</xref>]. PAHO also deployed extra COVID-19 support personnel and equipment to weaker regional health systems, notably in Venezuela, Bolivia, Paraguay, Guyana, Nicaragua, Honduras, Guatemala, Haiti, and some of the smaller Caribbean island states [<xref ref-type="bibr" rid="ref120">120</xref>]. Throughout the pandemic, PAHO emphasized a multisectoral approach that included school closures, teleworking, hospital readiness assessments, and increased testing capabilities [<xref ref-type="bibr" rid="ref120">120</xref>-<xref ref-type="bibr" rid="ref124">124</xref>].</p>
        <p>Specific countries’ public health responses to the early pandemic included Chile implementing a nightly curfew, with many large cities soon establishing mandatory quarantine measures [<xref ref-type="bibr" rid="ref125">125</xref>]. After the first case was reported in Costa Rica on March 6, 2020, the country’s National Emergency Commission enabled systematic and interinstitutional mobilization of resources, as well as the activation of emergency operation centers [<xref ref-type="bibr" rid="ref125">125</xref>]. After community transmission was identified on March 26, 2020, in Mexico, the country introduced mandatory restrictions that included suspending classes in all public and private schools, enforcing stay-at-home orders, cancelling public and private events, banning meetings of more than 100 people, and self-quarantining among disease contacts for at least 15 days [<xref ref-type="bibr" rid="ref125">125</xref>]. Upon the declaration of a state of national emergency in Peru on March 15, 2020, strict controls were placed on citizens’ movements, with only trips related to the purchase of food and medicines allowed and only workers from critical sectors permitted to commute [<xref ref-type="bibr" rid="ref125">125</xref>].</p>
        <p>The WHO encouraged countries in LAC to deploy a phased vaccine introduction that prioritized frontline and health care workers, as well as older adults and people with underlying health conditions [<xref ref-type="bibr" rid="ref126">126</xref>]. Vaccine introduction and administration, which began in the region at the end of December 2020, varied widely by country both initially and throughout the pandemic despite various organizational efforts to ensure equitable access [<xref ref-type="bibr" rid="ref126">126</xref>,<xref ref-type="bibr" rid="ref127">127</xref>]. Internal vaccine research and development in LAC was minimal compared to the rest of world, with no development spearheaded by any LAC nations [<xref ref-type="bibr" rid="ref128">128</xref>]. The largest scientific contribution, as measured by published COVID-19 vaccine research manuscripts, was made by Brazil, which contributed one-third of the region’s papers regarding vaccine efficacy and safety [<xref ref-type="bibr" rid="ref128">128</xref>]. Vaccination campaigns were a critical tool in the pandemic because vaccines were highly effective in reducing the probability of death, and population level fatality rates are partly a function of the percentage of the population vaccinated [<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref129">129</xref>,<xref ref-type="bibr" rid="ref130">130</xref>].</p>
        <p>In October 2022, PAHO’s director reassured the region that disease trends insinuated a potential transition of the pandemic from an acute phase to a phase of sustained control [<xref ref-type="bibr" rid="ref100">100</xref>]. Through 2022, the United States donated over 70 million COVID-19 vaccines to LAC directly and via the COVID-19 Vaccines Global Access (COVAX) partnership, with top recipients including Mexico (16.9 million doses), Guatemala (8.5 million doses), and Colombia (7 million doses) [<xref ref-type="bibr" rid="ref100">100</xref>,<xref ref-type="bibr" rid="ref131">131</xref>,<xref ref-type="bibr" rid="ref132">132</xref>]. Larger agreements and agencies such as COVAX relied on a variety of vaccine types, mainly including messenger RNA (mRNA)–based vaccines (Pfizer-BioNTech, Moderna) and viral vector vaccines (Oxford University-AstraZeneca, Johnson &amp; Johnson, Sputnik V) [<xref ref-type="bibr" rid="ref133">133</xref>-<xref ref-type="bibr" rid="ref135">135</xref>]. The lowest vaccine rates were observed in Haiti, with just over 2% of its population fully vaccinated by December 2022 [<xref ref-type="bibr" rid="ref100">100</xref>]. Additional countries with vaccination rates below 40% included Grenada, Jamaica, St Lucia, and St Vincent and the Grenadines [<xref ref-type="bibr" rid="ref100">100</xref>].</p>
        <p>As the pandemic continued, new light was shed on the effect of LAC migrant crises on public health and vaccination policies [<xref ref-type="bibr" rid="ref136">136</xref>]. Venezuela was deeply impacted [<xref ref-type="bibr" rid="ref137">137</xref>,<xref ref-type="bibr" rid="ref138">138</xref>]. By August 2022, more than 6.8 million Venezuelans fled the country due to political, social, and economic turmoil in what is now considered the largest international displacement in LAC in contemporary history [<xref ref-type="bibr" rid="ref136">136</xref>]. Most Venezuelan refugees remained in LAC, with Argentina, Brazil, Chile, Colombia, Ecuador, and Peru having absorbed 75% of the migrants [<xref ref-type="bibr" rid="ref139">139</xref>]. In addition to placing severe socioeconomic strain on recipient countries, the massive refugee influx also increased communicable disease spread and created new public health obstacles. For COVID-19, these challenges included ensuring access to vaccinations [<xref ref-type="bibr" rid="ref136">136</xref>]. For example, most countries required government-issued identification to access COVID-19 vaccinations, which almost no refugees possessed upon arrival [<xref ref-type="bibr" rid="ref136">136</xref>,<xref ref-type="bibr" rid="ref140">140</xref>]. Colombia was 1 of few countries to eventually extend COVID-19 vaccine access to migrants with irregular immigration status, including those without documentation, and did so in October 2021 [<xref ref-type="bibr" rid="ref136">136</xref>]. Meanwhile, many LAC leaders, including Colombian President Iván Duque Márquez and Venezuelan President Nicolás Maduro, blamed the constant flux of migrants throughout LAC for upsurges in COVID-19 cases [<xref ref-type="bibr" rid="ref137">137</xref>]. In addition to questionable vaccine access, 75% of displaced Venezuelans in Peru and 39% in Colombia believed they would not be able to access health care if they became ill with COVID-19 [<xref ref-type="bibr" rid="ref136">136</xref>].</p>
        <p>At the end of the pandemic, to the best of our knowledge, barring Haiti due to the paucity of testing and reporting [<xref ref-type="bibr" rid="ref141">141</xref>,<xref ref-type="bibr" rid="ref142">142</xref>], the highest COVID-19 mortality rate in the region was in Peru, followed by Chile, Brazil, Trinidad and Tobago, and Argentina [<xref ref-type="bibr" rid="ref100">100</xref>]. Despite accounting for just 25% of the world’s total COVID-19 case volume, LAC accounted for 43% of total deaths [<xref ref-type="bibr" rid="ref119">119</xref>]. Major gaps in technical capacity, medical care coordination, and information technology infrastructure (many areas do not have infrastructure to support digital health systems and still rely on a pen-and-paper medical record system) were retrospectively highlighted as key reasons why LAC experienced such catastrophic spread and burden of COVID-19 [<xref ref-type="bibr" rid="ref143">143</xref>,<xref ref-type="bibr" rid="ref144">144</xref>]. In addition to these improvements, the region will focus on comprehensive disease surveillance strategies and methods to mitigate collateral damage on public health and social services during similar future crises [<xref ref-type="bibr" rid="ref98">98</xref>].</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>COVID-19 data had become less frequently reported around the world by the time the WHO declared an end to the pandemic [<xref ref-type="bibr" rid="ref145">145</xref>]. Additionally, more people began to use at-home tests as the pandemic evolved [<xref ref-type="bibr" rid="ref146">146</xref>]. Some countries, such as Argentina, appear to have stopped reporting novel COVID-19 cases altogether. Viral specimen tests for VOCs in GISAID are also dependent on testing and sequencing capacity, which varied by country across the region. Because the enhanced surveillance metrics of the speed, acceleration, jerk, and 7-day persistence are based on rates, not total counts, statistical bias caused by countries dropping in or out of the sample is mitigated, but to the extent that a nonincluded country is unrepresentative of the region in the disease burden, the omission of a country or territory can still influence historical data comparisons. The dynamic panel estimates are based on a 120-day window, which further limits intertemporal biases caused by changes in reporting. Still, data availability is always a limitation. Continued reports on COVID-19 transmissions after mid-May 2023 would provide additional insight to whether COVID-19 had by then truly shifted from pandemic to endemic status. This team did not believe transmissions data were sufficiently available to draw firm conclusions beyond that time point.</p>
      </sec>
      <sec>
        <title>Conclusion</title>
        <p>The concern about potential resurgences of the virus is valid. As long as COVID-19 continues to spread and mutate, the possibility of new variants emerging remains. Variants could potentially be more transmissible, resistant to vaccines, or cause more severe illness. This underlines the importance of continued vigilance, vaccination efforts, and worldwide cooperation to control the spread of the virus [<xref ref-type="bibr" rid="ref54">54</xref>].</p>
        <p>LAC experienced a high COVID-19 disease burden in the early stages of the pandemic. To prepare for future pandemics, one of the most important lessons from across the world may lie in the ways to reduce the disease burden ahead of the dissemination of vaccines and treatment modalities [<xref ref-type="bibr" rid="ref147">147</xref>]. On that front, rapid and widespread testing of individuals, coupled with an epidemiological task force and contact-tracing system, is an effective first line of defense [<xref ref-type="bibr" rid="ref148">148</xref>]. Lockdown policies have also proven effective [<xref ref-type="bibr" rid="ref149">149</xref>], perhaps in part because international trade is positively associated with COVID-19 transmissions [<xref ref-type="bibr" rid="ref61">61</xref>]. (As with climate change and transmissions, the relationship between containment policies and transmissions can be complex, and stricter containment may not always imply fewer transmissions [<xref ref-type="bibr" rid="ref150">150</xref>,<xref ref-type="bibr" rid="ref151">151</xref>].) Finally, new technologies will always renew the potential to improve early surveillance methods [<xref ref-type="bibr" rid="ref152">152</xref>-<xref ref-type="bibr" rid="ref154">154</xref>].</p>
        <p>One bright point for LAC and other regions has been an advance in regional cooperation to tackle the public health threat posed by novel pathogens [<xref ref-type="bibr" rid="ref155">155</xref>,<xref ref-type="bibr" rid="ref156">156</xref>]. Novel indicators of pandemic preparedness at the regional level might further identify countries in relative need of support [<xref ref-type="bibr" rid="ref157">157</xref>]. Measures of general governance, for example, are positively correlated with vaccination rates [<xref ref-type="bibr" rid="ref60">60</xref>]. Recent work also suggests ways to reduce not only the death caused by novel pathogens but also the likelihood of their appearance, such as better surveillance of human and wildlife interaction and reductions in air pollution [<xref ref-type="bibr" rid="ref158">158</xref>,<xref ref-type="bibr" rid="ref159">159</xref>]. Continued cooperation will be necessary to reduce both the likelihood and impact of future pandemics [<xref ref-type="bibr" rid="ref160">160</xref>,<xref ref-type="bibr" rid="ref161">161</xref>].</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Supplementary tables.</p>
        <media xlink:href="publichealth_v10i1e44398_app1.docx" xlink:title="DOCX File , 24 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">CDC</term>
          <def>
            <p>Centers for Disease Control and Prevention</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">COVAX</term>
          <def>
            <p>COVID-19 Vaccines Global Access</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">GDP</term>
          <def>
            <p>gross domestic product</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">GISAID</term>
          <def>
            <p>Global Initiative on Sharing All Influenza Data</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">LAC</term>
          <def>
            <p>Latin America and the Caribbean</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">mRNA</term>
          <def>
            <p>messenger RNA</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">PAHO</term>
          <def>
            <p>Pan American Health Organization</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb8">VOC</term>
          <def>
            <p>variant of concern</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb9">WHO</term>
          <def>
            <p>World Health Organization</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>Research reported in this publication was generously supported by the Robert J Havey, MD Institute for Global Health’s “Global Innovation Challenge Award” at Northwestern University, Feinberg School of Medicine. This study was also supported by Feed the Future through the US Agency for International Development, under the terms of contract 7200LA1800003, and the Feed the Future Innovation Lab for Collaborative Research on Sustainable Intensification (grant AID-OAA-L-14-00006). The opinions expressed herein are those of the authors and do not necessarily reflect the views of the US Agency for International Development or the authors’ organizations.</p>
      <p>We gratefully acknowledge all data contributors (ie, the authors and their originating laboratories responsible for obtaining the specimens and their submitting laboratories for generating the genetic sequence and metadata and sharing via the Global Initiative on Sharing All Influenza Data [GISAID] Initiative) on which this research is based.</p>
    </ack>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>The data in this study were obtained from 2 publicly available sources. Our World in Data provided data on COVID-19 transmissions and death rates [<xref ref-type="bibr" rid="ref162">162</xref>]. The Global Initiative on Sharing All Influenza Data (GISAID) provided data on sequenced SARS-CoV-2 specimens.</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Muralidar</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Ambi</surname>
              <given-names>SV</given-names>
            </name>
            <name name-style="western">
              <surname>Sekaran</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Krishnan</surname>
              <given-names>UM</given-names>
            </name>
          </person-group>
          <article-title>The emergence of COVID-19 as a global pandemic: understanding the epidemiology, immune response and potential therapeutic targets of SARS-CoV-2</article-title>
          <source>Biochimie</source>
          <year>2020</year>
          <month>12</month>
          <volume>179</volume>
          <fpage>85</fpage>
          <lpage>100</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/32971147"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.biochi.2020.09.018</pub-id>
          <pub-id pub-id-type="medline">32971147</pub-id>
          <pub-id pub-id-type="pii">S0300-9084(20)30224-8</pub-id>
          <pub-id pub-id-type="pmcid">PMC7505773</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sharma</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Ahmad Farouk</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Lal</surname>
              <given-names>SK</given-names>
            </name>
          </person-group>
          <article-title>COVID-19: a review on the novel coronavirus disease evolution, transmission, detection, control and prevention</article-title>
          <source>Viruses</source>
          <year>2021</year>
          <month>01</month>
          <day>29</day>
          <volume>13</volume>
          <issue>2</issue>
          <fpage>202</fpage>
          <pub-id pub-id-type="doi">10.3390/v13020202</pub-id>
          <pub-id pub-id-type="medline">33572857</pub-id>
          <pub-id pub-id-type="pii">v13020202</pub-id>
          <pub-id pub-id-type="pmcid">PMC7911532</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chilamakuri</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Agarwal</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>COVID-19: characteristics and therapeutics</article-title>
          <source>Cells</source>
          <year>2021</year>
          <month>01</month>
          <day>21</day>
          <volume>10</volume>
          <issue>2</issue>
          <fpage>206</fpage>
          <pub-id pub-id-type="doi">10.3390/cells10020206</pub-id>
          <pub-id pub-id-type="medline">33494237</pub-id>
          <pub-id pub-id-type="pii">cells10020206</pub-id>
          <pub-id pub-id-type="pmcid">PMC7909801</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hu</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Guo</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Zhou</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Shi</surname>
              <given-names>Z</given-names>
            </name>
          </person-group>
          <article-title>Characteristics of SARS-CoV-2 and COVID-19</article-title>
          <source>Nat Rev Microbiol</source>
          <year>2021</year>
          <month>03</month>
          <day>06</day>
          <volume>19</volume>
          <issue>3</issue>
          <fpage>141</fpage>
          <lpage>154</lpage>
          <pub-id pub-id-type="doi">10.1038/s41579-020-00459-7</pub-id>
          <pub-id pub-id-type="medline">33024307</pub-id>
          <pub-id pub-id-type="pii">10.1038/s41579-020-00459-7</pub-id>
          <pub-id pub-id-type="pmcid">PMC7537588</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Seyed Hosseini</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Riahi Kashani</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Nikzad</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Azadbakht</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Hassani Bafrani</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Haddad Kashani</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>The novel coronavirus disease-2019 (COVID-19): mechanism of action, detection and recent therapeutic strategies</article-title>
          <source>Virology</source>
          <year>2020</year>
          <month>12</month>
          <volume>551</volume>
          <fpage>1</fpage>
          <lpage>9</lpage>
          <pub-id pub-id-type="doi">10.1016/j.virol.2020.08.011</pub-id>
          <pub-id pub-id-type="medline">33010669</pub-id>
          <pub-id pub-id-type="pii">S0042-6822(20)30172-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC7513802</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="web">
          <article-title>The world by region</article-title>
          <source>World Bank</source>
          <year>2023</year>
          <access-date>2024-02-05</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://datatopics.worldbank.org/sdgatlas/archive/2017/the-world-by-region.html">https://datatopics.worldbank.org/sdgatlas/archive/2017/the-world-by-region.html</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rodriguez-Morales</surname>
              <given-names>AJ</given-names>
            </name>
            <name name-style="western">
              <surname>Gallego</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Escalera-Antezana</surname>
              <given-names>JP</given-names>
            </name>
            <name name-style="western">
              <surname>Méndez</surname>
              <given-names>CA</given-names>
            </name>
            <name name-style="western">
              <surname>Zambrano</surname>
              <given-names>LI</given-names>
            </name>
            <name name-style="western">
              <surname>Franco-Paredes</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Suárez</surname>
              <given-names>JA</given-names>
            </name>
            <name name-style="western">
              <surname>Rodriguez-Enciso</surname>
              <given-names>HD</given-names>
            </name>
            <name name-style="western">
              <surname>Balbin-Ramon</surname>
              <given-names>GJ</given-names>
            </name>
            <name name-style="western">
              <surname>Savio-Larriera</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Risquez</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Cimerman</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 in Latin America: the implications of the first confirmed case in Brazil</article-title>
          <source>Travel Med Infect Dis</source>
          <year>2020</year>
          <month>05</month>
          <volume>35</volume>
          <fpage>101613</fpage>
          <pub-id pub-id-type="doi">10.1016/j.tmaid.2020.101613</pub-id>
          <pub-id pub-id-type="medline">32126292</pub-id>
          <pub-id pub-id-type="pii">S1477-8939(20)30080-6</pub-id>
          <pub-id pub-id-type="pmcid">PMC7129040</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Post</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Ohiomoba</surname>
              <given-names>RO</given-names>
            </name>
            <name name-style="western">
              <surname>Maras</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Watts</surname>
              <given-names>SJ</given-names>
            </name>
            <name name-style="western">
              <surname>Moss</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Murphy</surname>
              <given-names>RL</given-names>
            </name>
            <name name-style="western">
              <surname>Ison</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Achenbach</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Resnick</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>LN</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chaudhury</surname>
              <given-names>AS</given-names>
            </name>
            <name name-style="western">
              <surname>Boctor</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Welch</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>Latin America and the Caribbean SARS-CoV-2 surveillance: longitudinal trend analysis</article-title>
          <source>JMIR Public Health Surveill</source>
          <year>2021</year>
          <month>04</month>
          <day>27</day>
          <volume>7</volume>
          <issue>4</issue>
          <fpage>e25728</fpage>
          <pub-id pub-id-type="doi">10.2196/25728</pub-id>
          <pub-id pub-id-type="medline">33852413</pub-id>
          <pub-id pub-id-type="pii">v7i4e25728</pub-id>
          <pub-id pub-id-type="pmcid">PMC8083950</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Smith-Schoenwalder</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>When does the COVID-19 pandemic end?</article-title>
          <source>U.S. News &amp; World Report</source>
          <year>2023</year>
          <month>5</month>
          <day>12</day>
          <access-date>2023-09-02</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.usnews.com/news/health-news/articles/2023-05-12/when-does-the-covid-19-pandemic-end">https://www.usnews.com/news/health-news/articles/2023-05-12/when-does-the-covid-19-pandemic-end</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Burki</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>WHO ends the COVID-19 public health emergency</article-title>
          <source>Lancet Respir Med</source>
          <year>2023</year>
          <month>07</month>
          <volume>11</volume>
          <issue>7</issue>
          <fpage>588</fpage>
          <pub-id pub-id-type="doi">10.1016/s2213-2600(23)00217-5</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <nlm-citation citation-type="web">
          <article-title>WHO chief declares end to COVID-19 as a global health emergency</article-title>
          <source>United Nations</source>
          <year>2023</year>
          <month>5</month>
          <day>5</day>
          <access-date>2023-08-20</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://news.un.org/en/story/2023/05/1136367">https://news.un.org/en/story/2023/05/1136367</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <nlm-citation citation-type="web">
          <article-title>Lesson 1: introduction to epidemiology</article-title>
          <source>Centers for Disease Control and Prevention</source>
          <access-date>2023-08-24</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://archive.cdc.gov/#/details?url=https://www.cdc.gov/csels/dsepd/ss1978/lesson1/section11.html">https://archive.cdc.gov/#/details?url=https://www.cdc.gov/csels/dsepd/ss1978/lesson1/section11.html</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="web">
          <article-title>What is the difference between pandemic, endemic, and epidemic?</article-title>
          <source>MedicalNewsToday</source>
          <year>2022</year>
          <access-date>2023-10-05</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.medicalnewstoday.com/articles/pandemic-vs-endemic">https://www.medicalnewstoday.com/articles/pandemic-vs-endemic</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>The Lancet Infectious Diseases</collab>
          </person-group>
          <article-title>Transitioning to endemicity with COVID-19 research</article-title>
          <source>Lancet Infect Dis</source>
          <year>2022</year>
          <month>03</month>
          <volume>22</volume>
          <issue>3</issue>
          <fpage>297</fpage>
          <pub-id pub-id-type="doi">10.1016/s1473-3099(22)00070-6</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Britto</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Miller</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Sleat</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Summers</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Wain</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Pandemic to endemic: the race against time</article-title>
          <source>Tony Blair Institute for Global Change</source>
          <year>2021</year>
          <month>9</month>
          <day>19</day>
          <access-date>2023-10-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://institute.global/policy/pandemic-endemic-race-against-time">https://institute.global/policy/pandemic-endemic-race-against-time</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref16">
        <label>16</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Francesco</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>da Silva</surname>
              <given-names>JAT</given-names>
            </name>
          </person-group>
          <article-title>What should happen after the COVID-19 pandemic ends? A global plan is needed to address “endemic” COVID-19 and prevent future pandemics</article-title>
          <source>J Health Soc Sci</source>
          <year>2023</year>
          <volume>8</volume>
          <issue>1</issue>
          <fpage>9</fpage>
          <lpage>12</lpage>
          <pub-id pub-id-type="doi">10.19204/2023/whts1</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref17">
        <label>17</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hong</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Walker</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Hovan</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Henry</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Pescatore</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>The power of public health surveillance</article-title>
          <source>Dela J Public Health</source>
          <year>2020</year>
          <month>07</month>
          <volume>6</volume>
          <issue>2</issue>
          <fpage>60</fpage>
          <lpage>63</lpage>
          <pub-id pub-id-type="doi">10.32481/djph.2020.07.016</pub-id>
          <pub-id pub-id-type="medline">34467112</pub-id>
          <pub-id pub-id-type="pii">djph-62-016</pub-id>
          <pub-id pub-id-type="pmcid">PMC8389830</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref18">
        <label>18</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>Churchill</surname>
              <given-names>RE</given-names>
            </name>
          </person-group>
          <article-title>Considerations in planning a surveillance system</article-title>
          <source>Principles and Practice of Public Health Surveillance</source>
          <year>2000</year>
          <publisher-loc>New York, NY</publisher-loc>
          <publisher-name>Oxford University Press</publisher-name>
          <fpage>17</fpage>
          <lpage>29</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref19">
        <label>19</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>LM</given-names>
            </name>
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>St Louis</surname>
              <given-names>ME</given-names>
            </name>
          </person-group>
          <article-title>Considerations in planning a surveillance system</article-title>
          <source>Principles &amp; Practice of Public Health Surveillance (3rd edn)</source>
          <year>2010</year>
          <publisher-loc>New York, NY</publisher-loc>
          <publisher-name>Oxford University Press</publisher-name>
          <fpage>18</fpage>
          <lpage>31</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref20">
        <label>20</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
          </person-group>
          <article-title>Planning a public health surveillance system</article-title>
          <source>Epidemiol Bull</source>
          <year>1995</year>
          <month>03</month>
          <volume>16</volume>
          <issue>1</issue>
          <fpage>1</fpage>
          <lpage>6</lpage>
          <pub-id pub-id-type="medline">7794696</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref21">
        <label>21</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Qualters</surname>
              <given-names>JR</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>LM</given-names>
            </name>
            <collab>Centers for Disease Control and Prevention</collab>
          </person-group>
          <article-title>Public health surveillance in the United States: evolution and challenges</article-title>
          <source>MMWR Suppl</source>
          <year>2012</year>
          <month>07</month>
          <day>27</day>
          <volume>61</volume>
          <issue>3</issue>
          <fpage>3</fpage>
          <lpage>9</lpage>
          <pub-id pub-id-type="medline">22832990</pub-id>
          <pub-id pub-id-type="pii">su6103a2</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Klaucke</surname>
              <given-names>DN</given-names>
            </name>
            <name name-style="western">
              <surname>Buehler</surname>
              <given-names>JW</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Parrish</surname>
              <given-names>RG</given-names>
            </name>
            <name name-style="western">
              <surname>Trowbridge</surname>
              <given-names>FL</given-names>
            </name>
            <name name-style="western">
              <surname>Berkelman</surname>
              <given-names>RL</given-names>
            </name>
            <collab>Surveillance Coordination Group</collab>
          </person-group>
          <article-title>Guidelines for evaluating surveillance systems</article-title>
          <source>Morbidity and Mortality Weekly Report</source>
          <year>1988</year>
          <access-date>2023-09-01</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/mmwr/preview/mmwrhtml/00001769.htm">https://www.cdc.gov/mmwr/preview/mmwrhtml/00001769.htm</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref23">
        <label>23</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>LM</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
          </person-group>
          <article-title>Public health surveillance and knowing about health in the context of growing sources of health data</article-title>
          <source>Am J Prev Med</source>
          <year>2011</year>
          <month>12</month>
          <volume>41</volume>
          <issue>6</issue>
          <fpage>636</fpage>
          <lpage>640</lpage>
          <pub-id pub-id-type="doi">10.1016/j.amepre.2011.08.015</pub-id>
          <pub-id pub-id-type="medline">22099242</pub-id>
          <pub-id pub-id-type="pii">S0749-3797(11)00674-X</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref24">
        <label>24</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Davis</surname>
              <given-names>AM</given-names>
            </name>
            <name name-style="western">
              <surname>Dunet</surname>
              <given-names>DO</given-names>
            </name>
            <name name-style="western">
              <surname>Keaton</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Snider</surname>
              <given-names>DE</given-names>
            </name>
            <name name-style="western">
              <surname>Sosin</surname>
              <given-names>DM</given-names>
            </name>
            <name name-style="western">
              <surname>Stroup</surname>
              <given-names>DF</given-names>
            </name>
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Truman</surname>
              <given-names>BI</given-names>
            </name>
          </person-group>
          <article-title>CDC guidelines: improving the quality</article-title>
          <source>Centers for Disease Control and Prevention</source>
          <year>1996</year>
          <month>9</month>
          <access-date>2023-09-05</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://stacks.cdc.gov/view/cdc/24407">https://stacks.cdc.gov/view/cdc/24407</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Stroup</surname>
              <given-names>DF</given-names>
            </name>
          </person-group>
          <article-title>Future directions for comprehensive public health surveillance and health information systems in the United States</article-title>
          <source>Am J Epidemiol</source>
          <year>1994</year>
          <month>09</month>
          <day>01</day>
          <volume>140</volume>
          <issue>5</issue>
          <fpage>383</fpage>
          <lpage>397</lpage>
          <pub-id pub-id-type="doi">10.1093/oxfordjournals.aje.a117261</pub-id>
          <pub-id pub-id-type="medline">8067331</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Nsubuga</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>ME</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Anderson</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Blount</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Broome</surname>
              <given-names>CV</given-names>
            </name>
            <name name-style="western">
              <surname>Chiller</surname>
              <given-names>TM</given-names>
            </name>
            <name name-style="western">
              <surname>Espitia</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Imtiaz</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Sosin</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Stroup</surname>
              <given-names>DF</given-names>
            </name>
            <name name-style="western">
              <surname>Tauxe</surname>
              <given-names>RV</given-names>
            </name>
            <name name-style="western">
              <surname>Vijayaraghavan</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Trostle</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Jamison</surname>
              <given-names>DT</given-names>
            </name>
            <name name-style="western">
              <surname>Breman</surname>
              <given-names>JG</given-names>
            </name>
            <name name-style="western">
              <surname>Measham</surname>
              <given-names>AR</given-names>
            </name>
            <name name-style="western">
              <surname>Alleyne</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Claeson</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Evans</surname>
              <given-names>DB</given-names>
            </name>
            <name name-style="western">
              <surname>Jha</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Mills</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Musgrove</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Public health surveillance: a tool for targeting and monitoring interventions</article-title>
          <source>Disease Control Priorities in Developing Countries. 2nd edition</source>
          <year>2006</year>
          <publisher-loc>New York, NY</publisher-loc>
          <publisher-name>Oxford University Press</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>LM</given-names>
            </name>
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>St Louis</surname>
              <given-names>ME</given-names>
            </name>
          </person-group>
          <source>Principles &amp; Practice of Public Health Surveillance (3rd ed)</source>
          <year>2010</year>
          <publisher-loc>New York, NY</publisher-loc>
          <publisher-name>Oxford University Press</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref28">
        <label>28</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Stroup</surname>
              <given-names>DF</given-names>
            </name>
            <name name-style="western">
              <surname>Rothenberg</surname>
              <given-names>RB</given-names>
            </name>
          </person-group>
          <article-title>Public health surveillance for chronic conditions: a scientific basis for decisions</article-title>
          <source>Stat Med</source>
          <year>1995</year>
          <month>02</month>
          <day>28</day>
          <volume>14</volume>
          <issue>5-7</issue>
          <fpage>629</fpage>
          <lpage>641</lpage>
          <pub-id pub-id-type="doi">10.1002/sim.4780140520</pub-id>
          <pub-id pub-id-type="medline">7792453</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref29">
        <label>29</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Perry</surname>
              <given-names>HN</given-names>
            </name>
            <name name-style="western">
              <surname>McDonnell</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>Alemu</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Nsubuga</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Chungong</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Otten</surname>
              <given-names>MW</given-names>
            </name>
            <name name-style="western">
              <surname>Lusamba-dikassa</surname>
              <given-names>PS</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
          </person-group>
          <article-title>Planning an integrated disease surveillance and response system: a matrix of skills and activities</article-title>
          <source>BMC Med</source>
          <year>2007</year>
          <month>08</month>
          <day>15</day>
          <volume>5</volume>
          <issue>1</issue>
          <fpage>24</fpage>
          <pub-id pub-id-type="doi">10.1186/1741-7015-5-24</pub-id>
          <pub-id pub-id-type="medline">17697387</pub-id>
          <pub-id pub-id-type="pii">1741-7015-5-24</pub-id>
          <pub-id pub-id-type="pmcid">PMC1988797</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref30">
        <label>30</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Koo</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
          </person-group>
          <article-title>In snow's footsteps: commentary on shoe-leather and applied epidemiology</article-title>
          <source>Am J Epidemiol</source>
          <year>2010</year>
          <month>09</month>
          <day>15</day>
          <volume>172</volume>
          <issue>6</issue>
          <fpage>737</fpage>
          <lpage>739</lpage>
          <pub-id pub-id-type="doi">10.1093/aje/kwq252</pub-id>
          <pub-id pub-id-type="medline">20720100</pub-id>
          <pub-id pub-id-type="pii">kwq252</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref31">
        <label>31</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Romaguera</surname>
              <given-names>RA</given-names>
            </name>
            <name name-style="western">
              <surname>German</surname>
              <given-names>RR</given-names>
            </name>
            <name name-style="western">
              <surname>Klaucke</surname>
              <given-names>DN</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Teutsch</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>Churchill</surname>
              <given-names>RE</given-names>
            </name>
          </person-group>
          <article-title>Evaluating public health surveillance</article-title>
          <source>Principles &amp; Practice of Public Health Surveillance</source>
          <year>2000</year>
          <publisher-loc>New York, NY</publisher-loc>
          <publisher-name>Oxford University Press</publisher-name>
          <fpage>176</fpage>
          <lpage>193</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref32">
        <label>32</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Pappaioanou</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Malison</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Wilkins</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Otto</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Goodman</surname>
              <given-names>RA</given-names>
            </name>
            <name name-style="western">
              <surname>Churchill</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Thacker</surname>
              <given-names>SB</given-names>
            </name>
          </person-group>
          <article-title>Strengthening capacity in developing countries for evidence-based public health: the data for decision-making project</article-title>
          <source>Soc Sci Med</source>
          <year>2003</year>
          <month>11</month>
          <volume>57</volume>
          <issue>10</issue>
          <fpage>1925</fpage>
          <lpage>1937</lpage>
          <pub-id pub-id-type="doi">10.1016/s0277-9536(03)00058-3</pub-id>
          <pub-id pub-id-type="medline">14499516</pub-id>
          <pub-id pub-id-type="pii">S0277953603000583</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref33">
        <label>33</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Baud</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Dimopoulou Agri</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Gibson</surname>
              <given-names>GR</given-names>
            </name>
            <name name-style="western">
              <surname>Reid</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Giannoni</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>Using probiotics to flatten the curve of coronavirus disease COVID-2019 pandemic</article-title>
          <source>Front Public Health</source>
          <year>2020</year>
          <month>5</month>
          <day>8</day>
          <volume>8</volume>
          <fpage>186</fpage>
          <pub-id pub-id-type="doi">10.3389/fpubh.2020.00186</pub-id>
          <pub-id pub-id-type="medline">32574290</pub-id>
          <pub-id pub-id-type="pmcid">PMC7227397</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref34">
        <label>34</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Feleszko</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Lewulis</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Czarnecki</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Waszkiewicz</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Flattening the curve of COVID-19 vaccine rejection—an international overview</article-title>
          <source>Vaccines (Basel)</source>
          <year>2021</year>
          <month>01</month>
          <day>13</day>
          <volume>9</volume>
          <issue>1</issue>
          <fpage>44</fpage>
          <pub-id pub-id-type="doi">10.3390/vaccines9010044</pub-id>
          <pub-id pub-id-type="medline">33451104</pub-id>
          <pub-id pub-id-type="pii">vaccines9010044</pub-id>
          <pub-id pub-id-type="pmcid">PMC7828585</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref35">
        <label>35</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Thunström</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Newbold</surname>
              <given-names>SC</given-names>
            </name>
            <name name-style="western">
              <surname>Finnoff</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ashworth</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Shogren</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>The benefits and costs of using social distancing to flatten the curve for COVID-19</article-title>
          <source>J Benefit Cost Anal</source>
          <year>2020</year>
          <month>05</month>
          <day>21</day>
          <volume>11</volume>
          <issue>2</issue>
          <fpage>179</fpage>
          <lpage>195</lpage>
          <pub-id pub-id-type="doi">10.1017/bca.2020.12</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref36">
        <label>36</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Arora</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Sharma</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Acharya</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Shukla</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Acharya</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>India in ‘flattening the curve’of COVID-19 pandemic - triumphs and challenges thereof</article-title>
          <source>JEMDS</source>
          <year>2020</year>
          <month>10</month>
          <day>26</day>
          <volume>9</volume>
          <issue>43</issue>
          <fpage>3252</fpage>
          <lpage>3255</lpage>
          <pub-id pub-id-type="doi">10.14260/jemds/2020/713</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref37">
        <label>37</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kenyon</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Flattening-the-curve associated with reduced COVID-19 case fatality rates - an ecological analysis of 65 countries</article-title>
          <source>J Infect</source>
          <year>2020</year>
          <month>07</month>
          <volume>81</volume>
          <issue>1</issue>
          <fpage>e98</fpage>
          <lpage>e99</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jinf.2020.04.007</pub-id>
          <pub-id pub-id-type="medline">32305488</pub-id>
          <pub-id pub-id-type="pii">S0163-4453(20)30215-2</pub-id>
          <pub-id pub-id-type="pmcid">PMC7162747</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref38">
        <label>38</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Heo</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Seo</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Ahn</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Jung</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Choi</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Flattening the curve on COVID-19: South Korea’s measures in tackling initial outbreak of coronavirus</article-title>
          <source>Am J Epidemiol</source>
          <year>2021</year>
          <month>04</month>
          <day>06</day>
          <volume>190</volume>
          <issue>4</issue>
          <fpage>496</fpage>
          <lpage>505</lpage>
          <pub-id pub-id-type="doi">10.1093/aje/kwaa217</pub-id>
          <pub-id pub-id-type="medline">33106843</pub-id>
          <pub-id pub-id-type="pii">5940593</pub-id>
          <pub-id pub-id-type="pmcid">PMC7665306</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref39">
        <label>39</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Debecker</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Modis</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>Poorly known aspects of flattening the curve of COVID-19</article-title>
          <source>Technol Forecast Soc Change</source>
          <year>2021</year>
          <month>02</month>
          <volume>163</volume>
          <fpage>120432</fpage>
          <pub-id pub-id-type="doi">10.1016/j.techfore.2020.120432</pub-id>
          <pub-id pub-id-type="medline">33162618</pub-id>
          <pub-id pub-id-type="pii">S0040-1625(20)31258-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC7603980</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref40">
        <label>40</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sears</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Villas-Boas</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Villas-Boas</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Villas-Boas</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>Are we #stayinghome to flatten the curve?</article-title>
          <source>Am J Health Econ</source>
          <year>2023</year>
          <volume>9</volume>
          <issue>1</issue>
          <fpage>71</fpage>
          <lpage>95</lpage>
          <pub-id pub-id-type="doi">10.1086/721705</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref41">
        <label>41</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Saez</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Tobias</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Varga</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Barceló</surname>
              <given-names>MA</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness of the measures to flatten the epidemic curve of COVID-19. The case of Spain</article-title>
          <source>Sci Total Environ</source>
          <year>2020</year>
          <month>07</month>
          <day>20</day>
          <volume>727</volume>
          <fpage>138761</fpage>
          <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.138761</pub-id>
          <pub-id pub-id-type="medline">32330703</pub-id>
          <pub-id pub-id-type="pii">S0048-9697(20)32278-6</pub-id>
          <pub-id pub-id-type="pmcid">PMC7166106</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref42">
        <label>42</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Amidon</surname>
              <given-names>TR</given-names>
            </name>
            <name name-style="western">
              <surname>Nielsen</surname>
              <given-names>AC</given-names>
            </name>
            <name name-style="western">
              <surname>Pflugfelder</surname>
              <given-names>EH</given-names>
            </name>
            <name name-style="western">
              <surname>Richards</surname>
              <given-names>DP</given-names>
            </name>
            <name name-style="western">
              <surname>Stephens</surname>
              <given-names>SH</given-names>
            </name>
          </person-group>
          <article-title>Visual risk literacy in “flatten the curve” COVID-19 visualizations</article-title>
          <source>J Bus Tech Commun</source>
          <year>2020</year>
          <month>10</month>
          <day>01</day>
          <volume>35</volume>
          <issue>1</issue>
          <fpage>101</fpage>
          <lpage>109</lpage>
          <pub-id pub-id-type="doi">10.1177/1050651920963439</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref43">
        <label>43</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Arshed</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Meo</surname>
              <given-names>MS</given-names>
            </name>
            <name name-style="western">
              <surname>Farooq</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>Empirical assessment of government policies and flattening of the COVID19 curve</article-title>
          <source>J Public Aff</source>
          <year>2020</year>
          <month>11</month>
          <day>27</day>
          <volume>20</volume>
          <issue>4</issue>
          <fpage>e2333</fpage>
          <pub-id pub-id-type="doi">10.1002/pa.2333</pub-id>
          <pub-id pub-id-type="medline">32904924</pub-id>
          <pub-id pub-id-type="pii">PA2333</pub-id>
          <pub-id pub-id-type="pmcid">PMC7460975</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref44">
        <label>44</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sanyaolu</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Okorie</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Hosein</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Patidar</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Desai</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Prakash</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Jaferi</surname>
              <given-names>U</given-names>
            </name>
            <name name-style="western">
              <surname>Mangat</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Marinkovic</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Global pandemicity of COVID-19: situation report as of June 9, 2020</article-title>
          <source>Infect Dis (Auckl)</source>
          <year>2021</year>
          <month>01</month>
          <day>31</day>
          <volume>14</volume>
          <fpage>1178633721991260</fpage>
          <pub-id pub-id-type="doi">10.1177/1178633721991260</pub-id>
          <pub-id pub-id-type="medline">33597811</pub-id>
          <pub-id pub-id-type="pii">10.1177_1178633721991260</pub-id>
          <pub-id pub-id-type="pmcid">PMC7863149</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref45">
        <label>45</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gilardino</surname>
              <given-names>RE</given-names>
            </name>
          </person-group>
          <article-title>Does "flattening the curve" affect critical care services delivery for covid-19? A global health perspective</article-title>
          <source>Int J Health Policy Manag</source>
          <year>2020</year>
          <month>12</month>
          <day>01</day>
          <volume>9</volume>
          <issue>12</issue>
          <fpage>503</fpage>
          <lpage>507</lpage>
          <pub-id pub-id-type="doi">10.34172/ijhpm.2020.117</pub-id>
          <pub-id pub-id-type="medline">32654434</pub-id>
          <pub-id pub-id-type="pmcid">PMC7947655</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref46">
        <label>46</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Zhao</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Sha</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Xue</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Flattening the curve: imperative when China eases the severe COVID-19 control policy</article-title>
          <source>J Infect</source>
          <year>2023</year>
          <month>03</month>
          <volume>86</volume>
          <issue>3</issue>
          <fpage>e75</fpage>
          <lpage>e77</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jinf.2022.12.022</pub-id>
          <pub-id pub-id-type="medline">36603775</pub-id>
          <pub-id pub-id-type="pii">S0163-4453(22)00748-4</pub-id>
          <pub-id pub-id-type="pmcid">PMC9806921</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref47">
        <label>47</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Di Lauro</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Kiss</surname>
              <given-names>IZ</given-names>
            </name>
            <name name-style="western">
              <surname>Rus</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Della Santina</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Covid-19 and flattening the curve: a feedback control perspective</article-title>
          <source>IEEE Control Syst Lett</source>
          <year>2021</year>
          <month>10</month>
          <volume>5</volume>
          <issue>4</issue>
          <fpage>1435</fpage>
          <lpage>1440</lpage>
          <pub-id pub-id-type="doi">10.1109/lcsys.2020.3039322</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref48">
        <label>48</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Harris</surname>
              <given-names>JE</given-names>
            </name>
          </person-group>
          <article-title>The coronavirus epidemic curve is already flattening in New York City</article-title>
          <source>National Bureau of Economic Research</source>
          <year>2020</year>
          <month>4</month>
          <day>6</day>
          <access-date>2024-02-19</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://tinyurl.com/y4eae79t">https://tinyurl.com/y4eae79t</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref49">
        <label>49</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Iwasaki</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Grubaugh</surname>
              <given-names>ND</given-names>
            </name>
          </person-group>
          <article-title>Why does Japan have so few cases of COVID-19?</article-title>
          <source>EMBO Mol Med</source>
          <year>2020</year>
          <month>05</month>
          <day>08</day>
          <volume>12</volume>
          <issue>5</issue>
          <fpage>e12481</fpage>
          <pub-id pub-id-type="doi">10.15252/emmm.202012481</pub-id>
          <pub-id pub-id-type="medline">32275804</pub-id>
          <pub-id pub-id-type="pmcid">PMC7207161</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref50">
        <label>50</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Post</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Marogi</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Moss</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Murphy</surname>
              <given-names>RL</given-names>
            </name>
            <name name-style="western">
              <surname>Ison</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Achenbach</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Resnick</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Boctor</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Welch</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>SARS-CoV-2 surveillance in the Middle East and North Africa: longitudinal trend analysis</article-title>
          <source>J Med Internet Res</source>
          <year>2021</year>
          <month>01</month>
          <day>15</day>
          <volume>23</volume>
          <issue>1</issue>
          <fpage>e25830</fpage>
          <pub-id pub-id-type="doi">10.2196/25830</pub-id>
          <pub-id pub-id-type="medline">33302252</pub-id>
          <pub-id pub-id-type="pii">v23i1e25830</pub-id>
          <pub-id pub-id-type="pmcid">PMC7813562</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref51">
        <label>51</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Benishay</surname>
              <given-names>ET</given-names>
            </name>
            <name name-style="western">
              <surname>Moss</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Murphy</surname>
              <given-names>RL</given-names>
            </name>
            <name name-style="western">
              <surname>Achenbach</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Ison</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Resnick</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>LN</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chaudhury</surname>
              <given-names>AS</given-names>
            </name>
            <name name-style="western">
              <surname>Boctor</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Welch</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>Surveillance metrics of SARS-CoV-2 transmission in Central Asia: longitudinal trend analysis</article-title>
          <source>J Med Internet Res</source>
          <year>2021</year>
          <month>02</month>
          <day>03</day>
          <volume>23</volume>
          <issue>2</issue>
          <fpage>e25799</fpage>
          <pub-id pub-id-type="doi">10.2196/25799</pub-id>
          <pub-id pub-id-type="medline">33475513</pub-id>
          <pub-id pub-id-type="pii">v23i2e25799</pub-id>
          <pub-id pub-id-type="pmcid">PMC7861038</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref52">
        <label>52</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Issa</surname>
              <given-names>TZ</given-names>
            </name>
            <name name-style="western">
              <surname>Boctor</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Moss</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Murphy</surname>
              <given-names>RL</given-names>
            </name>
            <name name-style="western">
              <surname>Ison</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Achenbach</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Resnick</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>LN</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Faber</surname>
              <given-names>JMM</given-names>
            </name>
            <name name-style="western">
              <surname>Culler</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Brandt</surname>
              <given-names>CA</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>Dynamic public health surveillance to track and mitigate the US COVID-19 epidemic: longitudinal trend analysis study</article-title>
          <source>J Med Internet Res</source>
          <year>2020</year>
          <month>12</month>
          <day>03</day>
          <volume>22</volume>
          <issue>12</issue>
          <fpage>e24286</fpage>
          <pub-id pub-id-type="doi">10.2196/24286</pub-id>
          <pub-id pub-id-type="medline">33216726</pub-id>
          <pub-id pub-id-type="pii">v22i12e24286</pub-id>
          <pub-id pub-id-type="pmcid">PMC7717896</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref53">
        <label>53</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Lin</surname>
              <given-names>JS</given-names>
            </name>
            <name name-style="western">
              <surname>Moss</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Murphy</surname>
              <given-names>RL</given-names>
            </name>
            <name name-style="western">
              <surname>Ison</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Achenbach</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Resnick</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>LN</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Boctor</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Welch</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>SARS-CoV-2 wave two surveillance in east Asia and the pacific: Longitudinal trend analysis</article-title>
          <source>J Med Internet Res</source>
          <year>2021</year>
          <month>02</month>
          <day>01</day>
          <volume>23</volume>
          <issue>2</issue>
          <fpage>e25454</fpage>
          <pub-id pub-id-type="doi">10.2196/25454</pub-id>
          <pub-id pub-id-type="medline">33464207</pub-id>
          <pub-id pub-id-type="pii">v23i2e25454</pub-id>
          <pub-id pub-id-type="pmcid">PMC7857528</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref54">
        <label>54</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Lorenzo-Redondo</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Omicron: fewer adverse outcomes come with new dangers</article-title>
          <source>Lancet</source>
          <year>2022</year>
          <month>04</month>
          <volume>399</volume>
          <issue>10332</issue>
          <fpage>1280</fpage>
          <lpage>1281</lpage>
          <pub-id pub-id-type="doi">10.1016/s0140-6736(22)00514-1</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref55">
        <label>55</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
            <name name-style="western">
              <surname>Moss</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>LN</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>TB</given-names>
            </name>
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
          </person-group>
          <article-title>Dynamic panel surveillance of COVID-19 transmission in the United States to inform health policy: observational statistical study</article-title>
          <source>J Med Internet Res</source>
          <year>2020</year>
          <month>10</month>
          <day>05</day>
          <volume>22</volume>
          <issue>10</issue>
          <fpage>e21955</fpage>
          <pub-id pub-id-type="doi">10.2196/21955</pub-id>
          <pub-id pub-id-type="medline">32924962</pub-id>
          <pub-id pub-id-type="pii">v22i10e21955</pub-id>
          <pub-id pub-id-type="pmcid">PMC7546733</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref56">
        <label>56</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>TB</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>LN</given-names>
            </name>
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
          </person-group>
          <article-title>Dynamic panel estimate–based health surveillance of SARS-CoV-2 infection rates to inform public health policy: model development and validation</article-title>
          <source>J Med Internet Res</source>
          <year>2020</year>
          <month>09</month>
          <day>22</day>
          <volume>22</volume>
          <issue>9</issue>
          <fpage>e20924</fpage>
          <pub-id pub-id-type="doi">10.2196/20924</pub-id>
          <pub-id pub-id-type="medline">32915762</pub-id>
          <pub-id pub-id-type="pii">v22i9e20924</pub-id>
          <pub-id pub-id-type="pmcid">PMC7511227</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref57">
        <label>57</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>TB</given-names>
            </name>
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Moss</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Issa</surname>
              <given-names>TZ</given-names>
            </name>
            <name name-style="western">
              <surname>Boctor</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Welch</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>Dynamic panel data modeling and surveillance of COVID-19 in metropolitan areas in the United States: longitudinal trend analysis</article-title>
          <source>J Med Internet Res</source>
          <year>2021</year>
          <month>02</month>
          <day>09</day>
          <volume>23</volume>
          <issue>2</issue>
          <fpage>e26081</fpage>
          <pub-id pub-id-type="doi">10.2196/26081</pub-id>
          <pub-id pub-id-type="medline">33481757</pub-id>
          <pub-id pub-id-type="pii">v23i2e26081</pub-id>
          <pub-id pub-id-type="pmcid">PMC7879727</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref58">
        <label>58</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rosario</surname>
              <given-names>DK</given-names>
            </name>
            <name name-style="western">
              <surname>Mutz</surname>
              <given-names>YS</given-names>
            </name>
            <name name-style="western">
              <surname>Bernardes</surname>
              <given-names>PC</given-names>
            </name>
            <name name-style="western">
              <surname>Conte-Junior</surname>
              <given-names>CA</given-names>
            </name>
          </person-group>
          <article-title>Relationship between COVID-19 and weather: case study in a tropical country</article-title>
          <source>Int J Hyg Environ Health</source>
          <year>2020</year>
          <month>08</month>
          <volume>229</volume>
          <fpage>113587</fpage>
          <pub-id pub-id-type="doi">10.1016/j.ijheh.2020.113587</pub-id>
          <pub-id pub-id-type="medline">32917371</pub-id>
          <pub-id pub-id-type="pii">S1438-4639(20)30533-2</pub-id>
          <pub-id pub-id-type="pmcid">PMC7303605</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref59">
        <label>59</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 pandemic over 2020 (withlockdowns) and 2021 (with vaccinations): similar effects for seasonality and environmental factors</article-title>
          <source>Environ Res</source>
          <year>2022</year>
          <month>05</month>
          <day>15</day>
          <volume>208</volume>
          <fpage>112711</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envres.2022.112711</pub-id>
          <pub-id pub-id-type="medline">35033552</pub-id>
          <pub-id pub-id-type="pii">S0013-9351(22)00038-X</pub-id>
          <pub-id pub-id-type="pmcid">PMC8757643</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref60">
        <label>60</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Benati</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Global analysis of timely COVID-19 vaccinations: improving governance to reinforce response policies for pandemic crises</article-title>
          <source>IJHG</source>
          <year>2022</year>
          <month>05</month>
          <day>31</day>
          <volume>27</volume>
          <issue>3</issue>
          <fpage>240</fpage>
          <lpage>253</lpage>
          <pub-id pub-id-type="doi">10.1108/ijhg-07-2021-0072</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref61">
        <label>61</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bontempi</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Vergalli</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Zanoletti</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Can commercial trade represent the main indicator of the COVID-19 diffusion due to human-to-human interactions? A comparative analysis between Italy, France, and Spain</article-title>
          <source>Environ Res</source>
          <year>2021</year>
          <month>10</month>
          <volume>201</volume>
          <fpage>111529</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envres.2021.111529</pub-id>
          <pub-id pub-id-type="medline">34147467</pub-id>
          <pub-id pub-id-type="pii">S0013-9351(21)00823-9</pub-id>
          <pub-id pub-id-type="pmcid">PMC8459318</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref62">
        <label>62</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 vaccination is not a sufficient public policy to face crisis management of next pandemic threats</article-title>
          <source>Public Organiz Rev</source>
          <year>2022</year>
          <month>10</month>
          <day>17</day>
          <volume>23</volume>
          <issue>4</issue>
          <fpage>1353</fpage>
          <lpage>1367</lpage>
          <pub-id pub-id-type="doi">10.1007/s11115-022-00661-6</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref63">
        <label>63</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Boadle</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>WHO says the Americas are new COVID-19 epicenter as deaths surge in Latin America</article-title>
          <source>Reuters</source>
          <year>2020</year>
          <month>5</month>
          <day>26</day>
          <access-date>2023-10-19</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.reuters.com/article/us-health-coronavirus-latam/who-says-the-americas-are-new-covid-19-epicenter-as-deaths-surge-in-latin-america-idUSKBN2322G6">https://www.reuters.com/article/us-health-coronavirus-latam/who-says-the-americas-are-new-covid-19-epicenter-as-deaths-surge-in-latin-america-idUSKBN2322G6</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref64">
        <label>64</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Mathieu</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Ritchie</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Rodés-Guirao</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Appel</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Gavrilov</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Giattino</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Hasell</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Macdonald</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Dattani</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Beltekian</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ortiz-Ospina</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Roser</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Coronavirus pandemic (COVID-19)</article-title>
          <source>Our World in Data</source>
          <year>2020</year>
          <access-date>2023-09-05</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://ourworldindata.org/coronavirus">https://ourworldindata.org/coronavirus</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref65">
        <label>65</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Croissant</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Millo</surname>
              <given-names>G</given-names>
            </name>
          </person-group>
          <article-title>Panel data econometrics in R: the plm package</article-title>
          <source>J Stat Softw</source>
          <year>2008</year>
          <month>7</month>
          <day>29</day>
          <volume>27</volume>
          <issue>2</issue>
          <fpage>1</fpage>
          <lpage>43</lpage>
          <pub-id pub-id-type="doi">10.18637/jss.v027.i02</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref66">
        <label>66</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <collab>R Core Team</collab>
          </person-group>
          <article-title>R: A Language and Environment for Statistical Computing</article-title>
          <source>R Foundation for Statistical Computing</source>
          <year>2023</year>
          <access-date>2024-04-15</access-date>
          <publisher-loc>Vienna, Austria</publisher-loc>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.R-project.org/">http://www.R-project.org/</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref67">
        <label>67</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hansen</surname>
              <given-names>LP</given-names>
            </name>
          </person-group>
          <article-title>Large large sample properties of generalized method of moments</article-title>
          <source>Econometrica</source>
          <year>1982</year>
          <month>07</month>
          <volume>50</volume>
          <issue>4</issue>
          <fpage>1029</fpage>
          <pub-id pub-id-type="doi">10.2307/1912775</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref68">
        <label>68</label>
        <nlm-citation citation-type="web">
          <source>Global Initiative on Sharing All Influenza Data (GISAID)</source>
          <access-date>2023-09-01</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.gisaid.org/">https://www.gisaid.org/</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref69">
        <label>69</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Khare</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Gurry</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Freitas</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Schultz</surname>
              <given-names>MB</given-names>
            </name>
            <name name-style="western">
              <surname>Bach</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Diallo</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Akite</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Ho</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>RT</given-names>
            </name>
            <name name-style="western">
              <surname>Yeo</surname>
              <given-names>W</given-names>
            </name>
            <collab>Gisaid Core Curation Team</collab>
            <name name-style="western">
              <surname>Maurer-Stroh</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>GISAID's role in pandemic response</article-title>
          <source>China CDC Wkly</source>
          <year>2021</year>
          <month>12</month>
          <day>03</day>
          <volume>3</volume>
          <issue>49</issue>
          <fpage>1049</fpage>
          <lpage>1051</lpage>
          <pub-id pub-id-type="doi">10.46234/ccdcw2021.255</pub-id>
          <pub-id pub-id-type="medline">34934514</pub-id>
          <pub-id pub-id-type="pii">ccdcw-3-49-1049</pub-id>
          <pub-id pub-id-type="pmcid">PMC8668406</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref70">
        <label>70</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shu</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>McCauley</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>GISAID: global initiative on sharing all influenza data - from vision to reality</article-title>
          <source>Euro Surveill</source>
          <year>2017</year>
          <month>03</month>
          <day>30</day>
          <volume>22</volume>
          <issue>13</issue>
          <fpage>30494</fpage>
          <pub-id pub-id-type="doi">10.2807/1560-7917.ES.2017.22.13.30494</pub-id>
          <pub-id pub-id-type="medline">28382917</pub-id>
          <pub-id pub-id-type="pii">30494</pub-id>
          <pub-id pub-id-type="pmcid">PMC5388101</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref71">
        <label>71</label>
        <nlm-citation citation-type="web">
          <article-title>Global Influenza Surveillance and Response System (GISRS)</article-title>
          <source>World Health Organization</source>
          <year>2023</year>
          <access-date>2024-04-19</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.who.int/initiatives/global-influenza-surveillance-and-response-system">https://www.who.int/initiatives/global-influenza-surveillance-and-response-system</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref72">
        <label>72</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Nasereddin</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Golan Berman</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Wolf</surname>
              <given-names>DG</given-names>
            </name>
            <name name-style="western">
              <surname>Oiknine-Djian</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Adar</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Identification of SARS-CoV-2 variants of concern using amplicon next-generation sequencing</article-title>
          <source>Microbiol Spectr</source>
          <year>2022</year>
          <month>08</month>
          <day>31</day>
          <volume>10</volume>
          <issue>4</issue>
          <fpage>e0073622</fpage>
          <pub-id pub-id-type="doi">10.1128/spectrum.00736-22</pub-id>
          <pub-id pub-id-type="medline">35758686</pub-id>
          <pub-id pub-id-type="pmcid">PMC9430688</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref73">
        <label>73</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Huddleston</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Hadfield</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Sibley</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Fay</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Ilcisin</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Harkins</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Bedford</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Neher</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Hodcroft</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>Augur: a bioinformatics toolkit for phylogenetic analyses of human pathogens</article-title>
          <source>J Open Source Softw</source>
          <year>2021</year>
          <month>01</month>
          <volume>6</volume>
          <issue>57</issue>
          <fpage>2906</fpage>
          <pub-id pub-id-type="doi">10.21105/joss.02906</pub-id>
          <pub-id pub-id-type="medline">34189396</pub-id>
          <pub-id pub-id-type="pii">2906</pub-id>
          <pub-id pub-id-type="pmcid">PMC8237802</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref74">
        <label>74</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rambaut</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Holmes</surname>
              <given-names>EC</given-names>
            </name>
            <name name-style="western">
              <surname>O'Toole</surname>
              <given-names>Á</given-names>
            </name>
            <name name-style="western">
              <surname>Hill</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>McCrone</surname>
              <given-names>JT</given-names>
            </name>
            <name name-style="western">
              <surname>Ruis</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>du Plessis</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Pybus</surname>
              <given-names>OG</given-names>
            </name>
          </person-group>
          <article-title>A dynamic nomenclature proposal for SARS-CoV-2 lineages to assist genomic epidemiology</article-title>
          <source>Nat Microbiol</source>
          <year>2020</year>
          <month>11</month>
          <day>15</day>
          <volume>5</volume>
          <issue>11</issue>
          <fpage>1403</fpage>
          <lpage>1407</lpage>
          <pub-id pub-id-type="doi">10.1038/s41564-020-0770-5</pub-id>
          <pub-id pub-id-type="medline">32669681</pub-id>
          <pub-id pub-id-type="pii">10.1038/s41564-020-0770-5</pub-id>
          <pub-id pub-id-type="pmcid">PMC7610519</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref75">
        <label>75</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>O'Toole</surname>
              <given-names>Á</given-names>
            </name>
            <name name-style="western">
              <surname>Scher</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Underwood</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Jackson</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Hill</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>McCrone</surname>
              <given-names>JT</given-names>
            </name>
            <name name-style="western">
              <surname>Colquhoun</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Ruis</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Abu-Dahab</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Taylor</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Yeats</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>du Plessis</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Maloney</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Medd</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Attwood</surname>
              <given-names>SW</given-names>
            </name>
            <name name-style="western">
              <surname>Aanensen</surname>
              <given-names>DM</given-names>
            </name>
            <name name-style="western">
              <surname>Holmes</surname>
              <given-names>EC</given-names>
            </name>
            <name name-style="western">
              <surname>Pybus</surname>
              <given-names>OG</given-names>
            </name>
            <name name-style="western">
              <surname>Rambaut</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Assignment of epidemiological lineages in an emerging pandemic using the pangolin tool</article-title>
          <source>Virus Evol</source>
          <year>2021</year>
          <volume>7</volume>
          <issue>2</issue>
          <fpage>veab064</fpage>
          <pub-id pub-id-type="doi">10.1093/ve/veab064</pub-id>
          <pub-id pub-id-type="medline">34527285</pub-id>
          <pub-id pub-id-type="pii">veab064</pub-id>
          <pub-id pub-id-type="pmcid">PMC8344591</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref76">
        <label>76</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Arellano</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Bond</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations</article-title>
          <source>Rev Econ Stud</source>
          <year>1991</year>
          <month>04</month>
          <volume>58</volume>
          <issue>2</issue>
          <fpage>277</fpage>
          <pub-id pub-id-type="doi">10.2307/2297968</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref77">
        <label>77</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ludbrook</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Should we use one-sided or two-sided <italic>P</italic> values in tests of significance?</article-title>
          <source>Clin Exp Pharmacol Physiol</source>
          <year>2013</year>
          <month>06</month>
          <day>28</day>
          <volume>40</volume>
          <issue>6</issue>
          <fpage>357</fpage>
          <lpage>361</lpage>
          <pub-id pub-id-type="doi">10.1111/1440-1681.12086</pub-id>
          <pub-id pub-id-type="medline">23551169</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref78">
        <label>78</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hu</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <source>Pandemic Surveillance: Privacy, Security, and Data Ethics</source>
          <year>2022</year>
          <month>11</month>
          <day>15</day>
          <publisher-loc>Northampton, MA</publisher-loc>
          <publisher-name>Edward Elgar Publishing</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref79">
        <label>79</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Levenson</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Firger</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>What the CDC’s ‘substantial’ and ‘high’ levels of Covid-19 transmission actually mean</article-title>
          <source>CNN</source>
          <year>2021</year>
          <month>7</month>
          <day>28</day>
          <access-date>2023-08-22</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://edition.cnn.com/2021/07/28/health/substantial-or-high-covid-19-transmission-wellness/index.html">https://edition.cnn.com/2021/07/28/health/substantial-or-high-covid-19-transmission-wellness/index.html</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref80">
        <label>80</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Christie</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Brooks</surname>
              <given-names>JT</given-names>
            </name>
            <name name-style="western">
              <surname>Hicks</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Sauber-Schatz</surname>
              <given-names>EK</given-names>
            </name>
            <name name-style="western">
              <surname>Yoder</surname>
              <given-names>JS</given-names>
            </name>
            <name name-style="western">
              <surname>Honein</surname>
              <given-names>MA</given-names>
            </name>
            <collab>CDC COVID-19 Response Team</collab>
          </person-group>
          <article-title>Guidance for implementing COVID-19 prevention strategies in the context of varying community transmission levels and vaccination coverage</article-title>
          <source>MMWR Morb Mortal Wkly Rep</source>
          <year>2021</year>
          <month>07</month>
          <day>27</day>
          <volume>70</volume>
          <issue>30</issue>
          <fpage>1044</fpage>
          <lpage>1047</lpage>
          <pub-id pub-id-type="doi">10.15585/mmwr.mm7030e2</pub-id>
          <pub-id pub-id-type="medline">34324480</pub-id>
          <pub-id pub-id-type="pmcid">PMC8323553</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref81">
        <label>81</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Byron</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Martinez</surname>
              <given-names>JL</given-names>
            </name>
            <name name-style="western">
              <surname>Montoute</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Niles</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>McDougall</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ong</surname>
              <given-names>SE</given-names>
            </name>
          </person-group>
          <source>Impacts of COVID-19 in the Commonwealth Caribbean: Key Lessons</source>
          <year>2022</year>
          <publisher-loc>London, UK</publisher-loc>
          <publisher-name>Routledge</publisher-name>
          <fpage>90</fpage>
          <lpage>110</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref82">
        <label>82</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Stoto</surname>
              <given-names>MA</given-names>
            </name>
          </person-group>
          <article-title>Public health assessment in the 1990s</article-title>
          <source>Annu Rev Public Health</source>
          <year>1992</year>
          <volume>13</volume>
          <issue>1</issue>
          <fpage>59</fpage>
          <lpage>78</lpage>
          <pub-id pub-id-type="doi">10.1146/annurev.publhealth.13.1.59</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref83">
        <label>83</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Morens</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Fauci</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>The 1918 influenza pandemic: insights for the 21st century</article-title>
          <source>J Infect Dis</source>
          <year>2007</year>
          <month>04</month>
          <day>01</day>
          <volume>195</volume>
          <issue>7</issue>
          <fpage>1018</fpage>
          <lpage>1028</lpage>
          <pub-id pub-id-type="doi">10.1086/511989</pub-id>
          <pub-id pub-id-type="medline">17330793</pub-id>
          <pub-id pub-id-type="pii">JID37599</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref84">
        <label>84</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rothman</surname>
              <given-names>KJ</given-names>
            </name>
            <name name-style="western">
              <surname>Greenland</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Measures of disease frequency</article-title>
          <source>Modern Epidemiology. 2nd Edition</source>
          <year>1998</year>
          <month>1</month>
          <day>15</day>
          <publisher-loc>Philadelphia, PA</publisher-loc>
          <publisher-name>Lippincott Williams &amp; Wilkins</publisher-name>
          <fpage>29</fpage>
          <lpage>46</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref85">
        <label>85</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lundberg</surname>
              <given-names>AL</given-names>
            </name>
            <name name-style="western">
              <surname>Lorenzo-Redondo</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Ozer</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>Hawkins</surname>
              <given-names>CA</given-names>
            </name>
            <name name-style="western">
              <surname>Hultquist</surname>
              <given-names>JF</given-names>
            </name>
            <name name-style="western">
              <surname>Welch</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Prasad</surname>
              <given-names>PV</given-names>
            </name>
            <name name-style="western">
              <surname>Oehmke</surname>
              <given-names>JF</given-names>
            </name>
            <name name-style="western">
              <surname>Achenbach</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Murphy</surname>
              <given-names>RL</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>JI</given-names>
            </name>
            <name name-style="western">
              <surname>Havey</surname>
              <given-names>RJ</given-names>
            </name>
            <name name-style="western">
              <surname>Post</surname>
              <given-names>LA</given-names>
            </name>
          </person-group>
          <article-title>Has Omicron changed the evolution of the pandemic?</article-title>
          <source>JMIR Public Health Surveill</source>
          <year>2022</year>
          <month>01</month>
          <day>31</day>
          <volume>8</volume>
          <issue>1</issue>
          <fpage>e35763</fpage>
          <pub-id pub-id-type="doi">10.2196/35763</pub-id>
          <pub-id pub-id-type="medline">35072638</pub-id>
          <pub-id pub-id-type="pii">v8i1e35763</pub-id>
          <pub-id pub-id-type="pmcid">PMC8812144</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref86">
        <label>86</label>
        <nlm-citation citation-type="web">
          <article-title>COVID-19 in Latin America and the Caribbean: an overview of government responses to the crisis</article-title>
          <source>OECD</source>
          <year>2020</year>
          <month>11</month>
          <day>11</day>
          <access-date>2023-10-19</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://tinyurl.com/wj2femxf">https://tinyurl.com/wj2femxf/</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref87">
        <label>87</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>The Lancet</collab>
          </person-group>
          <article-title>COVID-19 in Latin America—emergency and opportunity</article-title>
          <source>Lancet</source>
          <year>2021</year>
          <month>07</month>
          <volume>398</volume>
          <issue>10295</issue>
          <fpage>93</fpage>
          <pub-id pub-id-type="doi">10.1016/s0140-6736(21)01551-8</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref88">
        <label>88</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Pablos-Méndez</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Vega</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Aranguren</surname>
              <given-names>FP</given-names>
            </name>
            <name name-style="western">
              <surname>Tabish</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Raviglione</surname>
              <given-names>MC</given-names>
            </name>
          </person-group>
          <article-title>Covid-19 in Latin America</article-title>
          <source>BMJ</source>
          <year>2020</year>
          <month>07</month>
          <day>27</day>
          <volume>370</volume>
          <fpage>m2939</fpage>
          <pub-id pub-id-type="doi">10.1136/bmj.m2939</pub-id>
          <pub-id pub-id-type="medline">32718938</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref89">
        <label>89</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Núñez-Delgado</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Bontempi</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Kumar</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Farkas</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Domingo</surname>
              <given-names>JL</given-names>
            </name>
          </person-group>
          <article-title>SARS-CoV-2 and other pathogenic microorganisms in the environment</article-title>
          <source>Environ Res</source>
          <year>2021</year>
          <month>10</month>
          <volume>201</volume>
          <fpage>111606</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envres.2021.111606</pub-id>
          <pub-id pub-id-type="medline">34181924</pub-id>
          <pub-id pub-id-type="pii">S0013-9351(21)00900-2</pub-id>
          <pub-id pub-id-type="pmcid">PMC8459334</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref90">
        <label>90</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Barberia</surname>
              <given-names>LG</given-names>
            </name>
            <name name-style="western">
              <surname>de P Moreira</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Kemp</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>de Sousa Mascena Veras</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Zamudio</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Rosa</surname>
              <given-names>ISC</given-names>
            </name>
            <name name-style="western">
              <surname>de J Carvalho</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Sousa</surname>
              <given-names>TCM</given-names>
            </name>
          </person-group>
          <article-title>Evaluation of the effectiveness of surveillance policies to control the COVID-19 pandemic in São Paulo, Brazil</article-title>
          <source>Glob Health Res Policy</source>
          <year>2022</year>
          <month>08</month>
          <day>17</day>
          <volume>7</volume>
          <issue>1</issue>
          <fpage>27</fpage>
          <pub-id pub-id-type="doi">10.1186/s41256-022-00260-4</pub-id>
          <pub-id pub-id-type="medline">35974420</pub-id>
          <pub-id pub-id-type="pii">10.1186/s41256-022-00260-4</pub-id>
          <pub-id pub-id-type="pmcid">PMC9381395</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref91">
        <label>91</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bonnet</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Vanek</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <source>Women and Men in the Informal Economy: A Statistical Brief</source>
          <year>2019</year>
          <month>1</month>
          <publisher-loc>Manchester, UK</publisher-loc>
          <publisher-name>WIEGO</publisher-name>
          <fpage>32</fpage>
        </nlm-citation>
      </ref>
      <ref id="ref92">
        <label>92</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Yeh</surname>
              <given-names>KB</given-names>
            </name>
            <name name-style="western">
              <surname>Parekh</surname>
              <given-names>FK</given-names>
            </name>
            <name name-style="western">
              <surname>Borgert</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Olinger</surname>
              <given-names>GG</given-names>
            </name>
            <name name-style="western">
              <surname>Fair</surname>
              <given-names>JM</given-names>
            </name>
          </person-group>
          <article-title>Global health security threats and related risks in Latin America</article-title>
          <source>Global Security: Health Sci Policy</source>
          <year>2021</year>
          <month>04</month>
          <day>24</day>
          <volume>6</volume>
          <issue>1</issue>
          <fpage>18</fpage>
          <lpage>25</lpage>
          <pub-id pub-id-type="doi">10.1080/23779497.2021.1917304</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref93">
        <label>93</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Novaes</surname>
              <given-names>TER</given-names>
            </name>
            <name name-style="western">
              <surname>Lara</surname>
              <given-names>DM</given-names>
            </name>
            <name name-style="western">
              <surname>da Silva</surname>
              <given-names>SG</given-names>
            </name>
          </person-group>
          <article-title>Severe acute respiratory syndrome (SARS) in the context of the COVID-19 pandemic among indigenous peoples of Brazil: epidemiology and risk factors associated with death</article-title>
          <source>J Racial Ethn Health Disparities</source>
          <year>2023</year>
          <month>06</month>
          <day>14</day>
          <fpage>1</fpage>
          <lpage>10</lpage>
          <pub-id pub-id-type="doi">10.1007/s40615-023-01660-z</pub-id>
          <pub-id pub-id-type="medline">37314690</pub-id>
          <pub-id pub-id-type="pii">10.1007/s40615-023-01660-z</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref94">
        <label>94</label>
        <nlm-citation citation-type="web">
          <article-title>Latin America and the Caribbean surpass 1 million COVID deaths</article-title>
          <source>Pan American Health Organization (PAHO)</source>
          <year>2021</year>
          <month>5</month>
          <day>21</day>
          <access-date>2023-11-01</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.paho.org/en/news/21-5-2021-latin-america-and-caribbean-surpass-1-million-covid-deaths">https://www.paho.org/en/news/21-5-2021-latin-america-and-caribbean-surpass-1-million-covid-deaths</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref95">
        <label>95</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Urrunaga-Pastor</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Bendezu-Quispe</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Herrera-Añazco</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Uyen-Cateriano</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Toro-Huamanchumo</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Rodriguez-Morales</surname>
              <given-names>AJ</given-names>
            </name>
            <name name-style="western">
              <surname>Hernandez</surname>
              <given-names>AV</given-names>
            </name>
            <name name-style="western">
              <surname>Benites-Zapata</surname>
              <given-names>VA</given-names>
            </name>
          </person-group>
          <article-title>Cross-sectional analysis of COVID-19 vaccine intention, perceptions and hesitancy across Latin America and the Caribbean</article-title>
          <source>Travel Med Infect Dis</source>
          <year>2021</year>
          <month>05</month>
          <volume>41</volume>
          <fpage>102059</fpage>
          <pub-id pub-id-type="doi">10.1016/j.tmaid.2021.102059</pub-id>
          <pub-id pub-id-type="medline">33848692</pub-id>
          <pub-id pub-id-type="pii">S1477-8939(21)00100-9</pub-id>
          <pub-id pub-id-type="pmcid">PMC8063600</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref96">
        <label>96</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Caycho-Rodríguez</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Gallegos</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 vaccination process in Latin America and the Caribbean</article-title>
          <source>Enferm Clin (Engl Ed)</source>
          <year>2023</year>
          <month>01</month>
          <volume>33</volume>
          <issue>1</issue>
          <fpage>72</fpage>
          <lpage>73</lpage>
          <pub-id pub-id-type="doi">10.1016/j.enfcle.2022.10.004</pub-id>
          <pub-id pub-id-type="medline">36309198</pub-id>
          <pub-id pub-id-type="pii">S2445-1479(22)00122-9</pub-id>
          <pub-id pub-id-type="pmcid">PMC9598249</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref97">
        <label>97</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Schwalb</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Armyra</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Méndez-Aranda</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Ugarte-Gil</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 in Latin America and the Caribbean: two years of the pandemic</article-title>
          <source>J Intern Med</source>
          <year>2022</year>
          <month>09</month>
          <day>22</day>
          <volume>292</volume>
          <issue>3</issue>
          <fpage>409</fpage>
          <lpage>427</lpage>
          <pub-id pub-id-type="doi">10.1111/joim.13499</pub-id>
          <pub-id pub-id-type="medline">35411985</pub-id>
          <pub-id pub-id-type="pmcid">PMC9115176</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref98">
        <label>98</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>LaRotta</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Escobar</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Ávila-Aguero</surname>
              <given-names>ML</given-names>
            </name>
            <name name-style="western">
              <surname>Torres</surname>
              <given-names>JP</given-names>
            </name>
            <name name-style="western">
              <surname>Sini de Almeida</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Morales</surname>
              <given-names>GDC</given-names>
            </name>
            <name name-style="western">
              <surname>Srivastava</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 in Latin America: a snapshot in time and the road ahead</article-title>
          <source>Infect Dis Ther</source>
          <year>2023</year>
          <month>02</month>
          <day>12</day>
          <volume>12</volume>
          <issue>2</issue>
          <fpage>389</fpage>
          <lpage>410</lpage>
          <pub-id pub-id-type="doi">10.1007/s40121-022-00748-z</pub-id>
          <pub-id pub-id-type="medline">36633818</pub-id>
          <pub-id pub-id-type="pii">10.1007/s40121-022-00748-z</pub-id>
          <pub-id pub-id-type="pmcid">PMC9835740</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref99">
        <label>99</label>
        <nlm-citation citation-type="web">
          <article-title>LAC semiannual report "renewing with growth"</article-title>
          <source>The World Bank</source>
          <year>2021</year>
          <month>3</month>
          <day>29</day>
          <access-date>2023-11-04</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://openknowledge.worldbank.org/entities/publication/9484e8ec-5290-54bb-a2f5-bae5393ce8a0">https://openknowledge.worldbank.org/entities/publication/9484e8ec-5290-54bb-a2f5-bae5393ce8a0</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref100">
        <label>100</label>
        <nlm-citation citation-type="web">
          <article-title>Latin America and the Caribbean: impact of COVID-19</article-title>
          <source>Congressional Research Service</source>
          <year>2022</year>
          <month>12</month>
          <day>6</day>
          <access-date>2023-10-28</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://sgp.fas.org/crs/row/IF11581.pdf">https://sgp.fas.org/crs/row/IF11581.pdf</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref101">
        <label>101</label>
        <nlm-citation citation-type="web">
          <source>United Nations</source>
          <year>2020</year>
          <month>4</month>
          <day>21</day>
          <access-date>2023-10-19</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://news.un.org/en/story/2020/04/1062292">https://news.un.org/en/story/2020/04/1062292</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref102">
        <label>102</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Benítez</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Velasco</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Sequeira</surname>
              <given-names>AR</given-names>
            </name>
            <name name-style="western">
              <surname>Henríquez</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Menezes</surname>
              <given-names>FM</given-names>
            </name>
            <name name-style="western">
              <surname>Paolucci</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>Responses to COVID-19 in five Latin American countries</article-title>
          <source>Health Policy Technol</source>
          <year>2020</year>
          <month>12</month>
          <volume>9</volume>
          <issue>4</issue>
          <fpage>525</fpage>
          <lpage>559</lpage>
          <pub-id pub-id-type="doi">10.1016/j.hlpt.2020.08.014</pub-id>
          <pub-id pub-id-type="medline">32874863</pub-id>
          <pub-id pub-id-type="pii">449</pub-id>
          <pub-id pub-id-type="pmcid">PMC7451099</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref103">
        <label>103</label>
        <nlm-citation citation-type="web">
          <article-title>El encierro imposible de América Latina: cuando la cuarentena es un lujo</article-title>
          <source>Forbes Centroamerica</source>
          <year>2020</year>
          <month>9</month>
          <day>2</day>
          <access-date>2023-10-07</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://forbescentroamerica.com/2020/09/02/el-encierro-imposible-de-america-latina-cuando-la-cuarentena-es-un-lujo">https://forbescentroamerica.com/2020/09/02/el-encierro-imposible-de-america-latina-cuando-la-cuarentena-es-un-lujo</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref104">
        <label>104</label>
        <nlm-citation citation-type="web">
          <article-title>Two years of the COVID-19 pandemic in Latin America and the Caribbean: reflections for advancing towards universal, comprehensive, sustainable and resilient health and social protection systems</article-title>
          <source>United Nations ECLAC</source>
          <year>2022</year>
          <month>8</month>
          <day>22</day>
          <access-date>2023-10-07</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cepal.org/en/notes/two-years-covid-19-pandemic-latin-america-and-caribbean-reflections-advancing-towards">https://www.cepal.org/en/notes/two-years-covid-19-pandemic-latin-america-and-caribbean-reflections-advancing-towards</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref105">
        <label>105</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Burki</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 in Latin America</article-title>
          <source>Lancet Infect Dis</source>
          <year>2020</year>
          <month>05</month>
          <volume>20</volume>
          <issue>5</issue>
          <fpage>547</fpage>
          <lpage>548</lpage>
          <pub-id pub-id-type="doi">10.1016/s1473-3099(20)30303-0</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref106">
        <label>106</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>The Lancet</collab>
          </person-group>
          <article-title>COVID-19 in Latin America: a humanitarian crisis</article-title>
          <source>Lancet</source>
          <year>2020</year>
          <month>11</month>
          <volume>396</volume>
          <issue>10261</issue>
          <fpage>1463</fpage>
          <pub-id pub-id-type="doi">10.1016/s0140-6736(20)32328-x</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref107">
        <label>107</label>
        <nlm-citation citation-type="web">
          <article-title>Extreme poverty in the region rises to 86 million in 2021 due to the deepening of the social and health crisis prompted by the COVID-19 pandemic</article-title>
          <source>United Nations ECLAC</source>
          <year>2022</year>
          <month>1</month>
          <day>25</day>
          <access-date>2023-10-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cepal.org/en/pressreleases/extreme-poverty-region-rises-86-million-2021-due-deepening-social-and-health-crisis">https://www.cepal.org/en/pressreleases/extreme-poverty-region-rises-86-million-2021-due-deepening-social-and-health-crisis</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref108">
        <label>108</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gallegos</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Portillo</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>Post-COVID-19 in Latin America: a call for research and public policies</article-title>
          <source>CIRUE</source>
          <year>2024</year>
          <month>03</month>
          <day>21</day>
          <volume>91</volume>
          <issue>2</issue>
          <fpage>294</fpage>
          <lpage>295</lpage>
          <pub-id pub-id-type="doi">10.24875/cirue.m22000542</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref109">
        <label>109</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>O'Brien</surname>
              <given-names>RT</given-names>
            </name>
            <name name-style="western">
              <surname>Ñopo</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Poverty in Latin America and the Caribbean: a long and bumpy road ahead</article-title>
          <source>World Bank Blogs</source>
          <year>2022</year>
          <month>10</month>
          <day>17</day>
          <access-date>2023-10-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://blogs.worldbank.org/latinamerica/poverty-latin-america-and-caribbean-long-and-bumpy-road-ahead">https://blogs.worldbank.org/latinamerica/poverty-latin-america-and-caribbean-long-and-bumpy-road-ahead</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref110">
        <label>110</label>
        <nlm-citation citation-type="web">
          <article-title>Haiti president's assassination: what we know so far</article-title>
          <source>BBC</source>
          <year>2021</year>
          <month>8</month>
          <day>17</day>
          <access-date>2023-09-23</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.bbc.com/news/world-latin-america-57762246">https://www.bbc.com/news/world-latin-america-57762246</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref111">
        <label>111</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chabot</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Earthquake that rocked Haiti could trigger COVID-19 spike as assistance rushes in</article-title>
          <source>Northeastern Global News</source>
          <year>2021</year>
          <month>8</month>
          <day>18</day>
          <access-date>2023-10-01</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://rb.gy/0ls4kd">https://rb.gy/0ls4kd</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref112">
        <label>112</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rukovets</surname>
              <given-names>O</given-names>
            </name>
          </person-group>
          <article-title>Gang violence, cholera, and poverty: tumultuous times for neurology Haiti</article-title>
          <source>Neurol Today</source>
          <year>2023</year>
          <volume>23</volume>
          <issue>3</issue>
          <fpage>9</fpage>
          <lpage>10</lpage>
          <pub-id pub-id-type="doi">10.1097/01.nt.0000920296.67631.49</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref113">
        <label>113</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Phillips</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Augustin</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Collyns</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>'New wave of volatility': covid stirs up grievances in Latin America</article-title>
          <source>Guardian</source>
          <year>2021</year>
          <month>8</month>
          <day>6</day>
          <access-date>2023-10-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.theguardian.com/world/2021/aug/06/new-wave-volatility-covid-stirs-up-grievances-latin-america">https://www.theguardian.com/world/2021/aug/06/new-wave-volatility-covid-stirs-up-grievances-latin-america</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref114">
        <label>114</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ferrante</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Duczmal</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Steinmetz</surname>
              <given-names>WA</given-names>
            </name>
            <name name-style="western">
              <surname>Almeida</surname>
              <given-names>ACL</given-names>
            </name>
            <name name-style="western">
              <surname>Leão</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Vassão</surname>
              <given-names>RC</given-names>
            </name>
            <name name-style="western">
              <surname>Tupinambás</surname>
              <given-names>U</given-names>
            </name>
            <name name-style="western">
              <surname>Fearnside</surname>
              <given-names>PM</given-names>
            </name>
          </person-group>
          <article-title>How Brazil's president turned the country into a global epicenter of COVID-19</article-title>
          <source>J Public Health Policy</source>
          <year>2021</year>
          <month>09</month>
          <day>27</day>
          <volume>42</volume>
          <issue>3</issue>
          <fpage>439</fpage>
          <lpage>451</lpage>
          <pub-id pub-id-type="doi">10.1057/s41271-021-00302-0</pub-id>
          <pub-id pub-id-type="medline">34453095</pub-id>
          <pub-id pub-id-type="pii">10.1057/s41271-021-00302-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC8393776</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref115">
        <label>115</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Dyer</surname>
              <given-names>O</given-names>
            </name>
          </person-group>
          <article-title>Covid-19: Bolsonaro should face criminal charges over Brazil's failed response, recommends inquiry</article-title>
          <source>BMJ</source>
          <year>2021</year>
          <month>10</month>
          <day>21</day>
          <volume>375</volume>
          <fpage>n2581</fpage>
          <pub-id pub-id-type="doi">10.1136/bmj.n2581</pub-id>
          <pub-id pub-id-type="medline">34675000</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref116">
        <label>116</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Silva</surname>
              <given-names>HM</given-names>
            </name>
          </person-group>
          <article-title>The (in)competence of the Bolsonaro government in confronting coronavirus disease 2019 (COVID-19)</article-title>
          <source>Infect Control Hosp Epidemiol</source>
          <year>2022</year>
          <month>12</month>
          <day>27</day>
          <volume>43</volume>
          <issue>12</issue>
          <fpage>1995</fpage>
          <pub-id pub-id-type="doi">10.1017/ice.2021.431</pub-id>
          <pub-id pub-id-type="medline">34565494</pub-id>
          <pub-id pub-id-type="pii">S0899823X21004311</pub-id>
          <pub-id pub-id-type="pmcid">PMC8503054</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref117">
        <label>117</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>López-Calva</surname>
              <given-names>LF</given-names>
            </name>
          </person-group>
          <article-title>Hirschman in the tropics: social tensions, COVID-19 and social unrest in Latin America and the Caribbean</article-title>
          <source>United Nations Development Organisation</source>
          <year>2022</year>
          <month>3</month>
          <day>9</day>
          <access-date>2023-10-03</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.undp.org/latin-america/blog/graph-for-thought/hirschman-tropics-social-tensions-covid-19-and-social-unrest-latin-america-and-caribbean">https://www.undp.org/latin-america/blog/graph-for-thought/hirschman-tropics-social-tensions-covid-19-and-social-unrest-latin-america-and-caribbean</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref118">
        <label>118</label>
        <nlm-citation citation-type="web">
          <article-title>The pandemic strikes: responding to Colombia’s mass protests</article-title>
          <source>International Crisis Group</source>
          <year>2021</year>
          <month>7</month>
          <day>2</day>
          <access-date>2023-10-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.crisisgroup.org/latin-america-caribbean/andes/colombia/090-pandemic-strikes-responding-colombias-mass-protests">https://www.crisisgroup.org/latin-america-caribbean/andes/colombia/090-pandemic-strikes-responding-colombias-mass-protests</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref119">
        <label>119</label>
        <nlm-citation citation-type="web">
          <article-title>After three years of COVID-19, surveillance and vaccination key to ending pandemic in the Americas</article-title>
          <source>PAHO</source>
          <year>2023</year>
          <month>3</month>
          <day>9</day>
          <access-date>2023-10-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.paho.org/en/news/9-3-2023-after-three-years-covid-19-surveillance-and-vaccination-key-ending-pandemic-americas">https://www.paho.org/en/news/9-3-2023-after-three-years-covid-19-surveillance-and-vaccination-key-ending-pandemic-americas</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref120">
        <label>120</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Welsh</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>PAHO to deploy extra COVID-19 support to weaker regional health systems</article-title>
          <source>Devex</source>
          <year>2020</year>
          <month>3</month>
          <day>9</day>
          <access-date>2023-10-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.devex.com/news/paho-to-deploy-extra-covid-19-support-to-weaker-regional-health-systems-96717">https://www.devex.com/news/paho-to-deploy-extra-covid-19-support-to-weaker-regional-health-systems-96717</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref121">
        <label>121</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Stanford</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Gresh</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Toledo</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Méndez</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Aldighieri</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Reveiz</surname>
              <given-names>L</given-names>
            </name>
          </person-group>
          <article-title>Evidence in decision-making in the context of COVID-19 in Latin America</article-title>
          <source>Lancet Reg Health Am</source>
          <year>2022</year>
          <month>10</month>
          <volume>14</volume>
          <fpage>100322</fpage>
          <pub-id pub-id-type="doi">10.1016/j.lana.2022.100322</pub-id>
          <pub-id pub-id-type="medline">35879980</pub-id>
          <pub-id pub-id-type="pii">S2667-193X(22)00139-9</pub-id>
          <pub-id pub-id-type="pmcid">PMC9299752</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref122">
        <label>122</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Etienne</surname>
              <given-names>CF</given-names>
            </name>
          </person-group>
          <article-title>Tackling Latin America's COVID-19 emergency requires greater solidarity</article-title>
          <source>Lancet</source>
          <year>2021</year>
          <month>09</month>
          <volume>398</volume>
          <issue>10304</issue>
          <fpage>951</fpage>
          <lpage>952</lpage>
          <pub-id pub-id-type="doi">10.1016/s0140-6736(21)01757-8</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref123">
        <label>123</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bojorquez</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Cabieses</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Arósquipa</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Arroyo</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Novella</surname>
              <given-names>AC</given-names>
            </name>
            <name name-style="western">
              <surname>Knipper</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Orcutt</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Sedas</surname>
              <given-names>AC</given-names>
            </name>
            <name name-style="western">
              <surname>Rojas</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <article-title>Migration and health in Latin America during the COVID-19 pandemic and beyond</article-title>
          <source>Lancet</source>
          <year>2021</year>
          <month>04</month>
          <volume>397</volume>
          <issue>10281</issue>
          <fpage>1243</fpage>
          <lpage>1245</lpage>
          <pub-id pub-id-type="doi">10.1016/s0140-6736(21)00629-2</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref124">
        <label>124</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Leite</surname>
              <given-names>JA</given-names>
            </name>
            <name name-style="western">
              <surname>Vicari</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Perez</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Siqueira</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Resende</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Motta</surname>
              <given-names>FC</given-names>
            </name>
            <name name-style="western">
              <surname>Freitas</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Fernandez</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Parra</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Castillo</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Fasce</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Martinez Caballero</surname>
              <given-names>AA</given-names>
            </name>
            <collab>COVID-19 Genomic Surveillance Regional Network</collab>
            <name name-style="western">
              <surname>Gresh</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Aldighieri</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Gabastou</surname>
              <given-names>J-M</given-names>
            </name>
            <name name-style="western">
              <surname>Franco</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Mendez-Rico</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Implementation of a COVID-19 Genomic Surveillance Regional Network for Latin America and Caribbean region</article-title>
          <source>PLoS One</source>
          <year>2022</year>
          <month>3</month>
          <day>3</day>
          <volume>17</volume>
          <issue>3</issue>
          <fpage>e0252526</fpage>
          <pub-id pub-id-type="doi">10.1371/journal.pone.0252526</pub-id>
          <pub-id pub-id-type="medline">35239677</pub-id>
          <pub-id pub-id-type="pii">PONE-D-20-31739</pub-id>
          <pub-id pub-id-type="pmcid">PMC8893691</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref125">
        <label>125</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Garcia</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Alarcón</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Bayer</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Buss</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Guerra</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Ribeiro</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Rojas</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Saenz</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Salgado de Snyder</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Solimano</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Torres</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Tobar</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Tuesca</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Vargas</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Atun</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 response in Latin America</article-title>
          <source>Am J Trop Med Hyg</source>
          <year>2020</year>
          <month>11</month>
          <volume>103</volume>
          <issue>5</issue>
          <fpage>1765</fpage>
          <lpage>1772</lpage>
          <pub-id pub-id-type="doi">10.4269/ajtmh.20-0765</pub-id>
          <pub-id pub-id-type="medline">32940204</pub-id>
          <pub-id pub-id-type="pmcid">PMC7646820</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref126">
        <label>126</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kahn</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Janusz</surname>
              <given-names>CB</given-names>
            </name>
            <name name-style="western">
              <surname>Castro</surname>
              <given-names>MC</given-names>
            </name>
            <name name-style="western">
              <surname>da Rocha Matos</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Domingues</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Ponmattam</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Rey-Benito</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Toscano</surname>
              <given-names>CM</given-names>
            </name>
            <name name-style="western">
              <surname>Helena de Oliveira</surname>
              <given-names>L</given-names>
            </name>
            <collab>Regional COVID-19 VE in Adults Study Working Group</collab>
          </person-group>
          <article-title>The effectiveness of COVID-19 vaccines in Latin America, 2021: a multicenter regional case-control study</article-title>
          <source>Lancet Reg Health Am</source>
          <year>2023</year>
          <month>04</month>
          <volume>20</volume>
          <fpage>100474</fpage>
          <pub-id pub-id-type="doi">10.1016/j.lana.2023.100474</pub-id>
          <pub-id pub-id-type="medline">37008741</pub-id>
          <pub-id pub-id-type="pii">S2667-193X(23)00048-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC10049854</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref127">
        <label>127</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Urrunaga-Pastor</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Fernandez-Guzman</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Caira-Chuquineyra</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Herrera-Añazco</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Benites-Zapata</surname>
              <given-names>VA</given-names>
            </name>
            <name name-style="western">
              <surname>Bendezu-Quispe</surname>
              <given-names>G</given-names>
            </name>
          </person-group>
          <article-title>Prevalence and factors associated with not receiving the booster dose of the COVID-19 vaccine in adults in Latin America and the Caribbean</article-title>
          <source>Travel Med Infect Dis</source>
          <year>2022</year>
          <month>11</month>
          <volume>50</volume>
          <fpage>102409</fpage>
          <pub-id pub-id-type="doi">10.1016/j.tmaid.2022.102409</pub-id>
          <pub-id pub-id-type="medline">35961489</pub-id>
          <pub-id pub-id-type="pii">S1477-8939(22)00155-7</pub-id>
          <pub-id pub-id-type="pmcid">PMC9361628</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref128">
        <label>128</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hernández</surname>
              <given-names>RM</given-names>
            </name>
            <name name-style="western">
              <surname>Esteban</surname>
              <given-names>RFC</given-names>
            </name>
            <name name-style="western">
              <surname>Mamani-Benito</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Chaparro</surname>
              <given-names>JET</given-names>
            </name>
            <name name-style="western">
              <surname>Saavedra-López</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Calle-Ramirez</surname>
              <given-names>XM</given-names>
            </name>
            <name name-style="western">
              <surname>Wong-Fajardo</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Campos-Ugaz</surname>
              <given-names>O</given-names>
            </name>
          </person-group>
          <article-title>Latin American scientific production on COVID-19 vaccines</article-title>
          <source>Ethiop J Health Sci</source>
          <year>2022</year>
          <month>03</month>
          <volume>32</volume>
          <issue>2</issue>
          <fpage>235</fpage>
          <lpage>242</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35693566"/>
          </comment>
          <pub-id pub-id-type="doi">10.4314/ejhs.v32i2.3</pub-id>
          <pub-id pub-id-type="medline">35693566</pub-id>
          <pub-id pub-id-type="pii">jEJHS.v32.i2.pg235</pub-id>
          <pub-id pub-id-type="pmcid">PMC9175231</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref129">
        <label>129</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Magazzino</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Mele</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>A machine learning algorithm to analyse the effects of vaccination on COVID-19 mortality</article-title>
          <source>Epidemiol Infect</source>
          <year>2022</year>
          <month>09</month>
          <day>12</day>
          <volume>150</volume>
          <fpage>e168</fpage>
          <pub-id pub-id-type="doi">10.1017/s0950268822001418</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref130">
        <label>130</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Optimal levels of vaccination to reduce COVID-19 infected individuals and deaths: a global analysis</article-title>
          <source>Environ Res</source>
          <year>2022</year>
          <month>03</month>
          <volume>204</volume>
          <issue>Pt C</issue>
          <fpage>112314</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envres.2021.112314</pub-id>
          <pub-id pub-id-type="medline">34736923</pub-id>
          <pub-id pub-id-type="pii">S0013-9351(21)01615-7</pub-id>
          <pub-id pub-id-type="pmcid">PMC8560189</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref131">
        <label>131</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Alarcón-Braga</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>Hernandez-Bustamante</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>Salazar-Valdivia</surname>
              <given-names>FE</given-names>
            </name>
            <name name-style="western">
              <surname>Valdez-Cornejo</surname>
              <given-names>VA</given-names>
            </name>
            <name name-style="western">
              <surname>Mosquera-Rojas</surname>
              <given-names>MD</given-names>
            </name>
            <name name-style="western">
              <surname>Ulloque-Badaracco</surname>
              <given-names>JR</given-names>
            </name>
            <name name-style="western">
              <surname>Rondon-Saldaña</surname>
              <given-names>JC</given-names>
            </name>
            <name name-style="western">
              <surname>Zafra-Tanaka</surname>
              <given-names>JH</given-names>
            </name>
          </person-group>
          <article-title>Acceptance towards COVID-19 vaccination in Latin America and the Caribbean: a systematic review and meta-analysis</article-title>
          <source>Travel Med Infect Dis</source>
          <year>2022</year>
          <month>09</month>
          <volume>49</volume>
          <fpage>102369</fpage>
          <pub-id pub-id-type="doi">10.1016/j.tmaid.2022.102369</pub-id>
          <pub-id pub-id-type="medline">35680058</pub-id>
          <pub-id pub-id-type="pii">S1477-8939(22)00115-6</pub-id>
          <pub-id pub-id-type="pmcid">PMC9169427</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref132">
        <label>132</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rojas</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Saavedra</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Petrova</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Pan</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Szapocznik</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Predictors of COVID-19 fatality: a worldwide analysis of the pandemic over time and in Latin America</article-title>
          <source>J Epidemiol Glob Health</source>
          <year>2022</year>
          <month>06</month>
          <day>14</day>
          <volume>12</volume>
          <issue>2</issue>
          <fpage>150</fpage>
          <lpage>159</lpage>
          <pub-id pub-id-type="doi">10.1007/s44197-022-00031-x</pub-id>
          <pub-id pub-id-type="medline">35029837</pub-id>
          <pub-id pub-id-type="pii">10.1007/s44197-022-00031-x</pub-id>
          <pub-id pub-id-type="pmcid">PMC8758983</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref133">
        <label>133</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>de Bengy Puyvallée</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Storeng</surname>
              <given-names>KT</given-names>
            </name>
          </person-group>
          <article-title>COVAX, vaccine donations and the politics of global vaccine inequity</article-title>
          <source>Global Health</source>
          <year>2022</year>
          <month>03</month>
          <day>05</day>
          <volume>18</volume>
          <issue>1</issue>
          <fpage>26</fpage>
          <pub-id pub-id-type="doi">10.1186/s12992-022-00801-z</pub-id>
          <pub-id pub-id-type="medline">35248116</pub-id>
          <pub-id pub-id-type="pii">10.1186/s12992-022-00801-z</pub-id>
          <pub-id pub-id-type="pmcid">PMC8897760</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref134">
        <label>134</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Yoo</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Mehta</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Mak</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Bishai</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Chansa</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Patenaude</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>COVAX and equitable access to COVID-19 vaccines</article-title>
          <source>Bull World Health Organ</source>
          <year>2022</year>
          <month>05</month>
          <day>05</day>
          <volume>100</volume>
          <issue>05</issue>
          <fpage>315</fpage>
          <lpage>328</lpage>
          <pub-id pub-id-type="doi">10.2471/blt.21.287516</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref135">
        <label>135</label>
        <nlm-citation citation-type="web">
          <article-title>COVID-19 medicines</article-title>
          <source>European Medicines Agency</source>
          <year>2023</year>
          <access-date>2023-10-11</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.ema.europa.eu/en/human-regulatory/overview/public-health-threats/coronavirus-disease-covid-19/covid-19-medicines">https://www.ema.europa.eu/en/human-regulatory/overview/public-health-threats/coronavirus-disease-covid-19/covid-19-medicines</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref136">
        <label>136</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hill</surname>
              <given-names>DC</given-names>
            </name>
            <name name-style="western">
              <surname>Andrade-Romo</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Solari</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Adams</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Forman</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Grace</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Silva-Santisteban</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Perez-Brumer</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 vaccine equity and the right to health for displaced Venezuelans in Latin America</article-title>
          <source>PLOS Glob Public Health</source>
          <year>2023</year>
          <month>3</month>
          <day>1</day>
          <volume>3</volume>
          <issue>3</issue>
          <fpage>e0001275</fpage>
          <pub-id pub-id-type="doi">10.1371/journal.pgph.0001275</pub-id>
          <pub-id pub-id-type="medline">36963074</pub-id>
          <pub-id pub-id-type="pii">PGPH-D-22-01683</pub-id>
          <pub-id pub-id-type="pmcid">PMC10021234</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref137">
        <label>137</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Standley</surname>
              <given-names>CJ</given-names>
            </name>
            <name name-style="western">
              <surname>Chu</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Kathawala</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Ventura</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Sorrell</surname>
              <given-names>EM</given-names>
            </name>
          </person-group>
          <article-title>Data and cooperation required for Venezuela's refugee crisis during COVID-19</article-title>
          <source>Global Health</source>
          <year>2020</year>
          <month>10</month>
          <day>22</day>
          <volume>16</volume>
          <issue>1</issue>
          <fpage>103</fpage>
          <pub-id pub-id-type="doi">10.1186/s12992-020-00635-7</pub-id>
          <pub-id pub-id-type="medline">33092609</pub-id>
          <pub-id pub-id-type="pii">10.1186/s12992-020-00635-7</pub-id>
          <pub-id pub-id-type="pmcid">PMC7578583</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref138">
        <label>138</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Correa-Salazar</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Amon</surname>
              <given-names>JJ</given-names>
            </name>
          </person-group>
          <article-title>Cross-border COVID-19 spread amidst malaria re-emergence in Venezuela: a human rights analysis</article-title>
          <source>Global Health</source>
          <year>2020</year>
          <month>12</month>
          <day>17</day>
          <volume>16</volume>
          <issue>1</issue>
          <fpage>118</fpage>
          <pub-id pub-id-type="doi">10.1186/s12992-020-00648-2</pub-id>
          <pub-id pub-id-type="medline">33334370</pub-id>
          <pub-id pub-id-type="pii">10.1186/s12992-020-00648-2</pub-id>
          <pub-id pub-id-type="pmcid">PMC7745170</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref139">
        <label>139</label>
        <nlm-citation citation-type="web">
          <article-title>R4V Latin America and the Caribbean, Venezuelan refugees and migrants in the region - Mar 2023</article-title>
          <source>R4V</source>
          <year>2023</year>
          <month>3</month>
          <day>29</day>
          <access-date>2023-10-28</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://tinyurl.com/bdeafukz">https://tinyurl.com/bdeafukz</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref140">
        <label>140</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Zard</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Lau</surname>
              <given-names>LS</given-names>
            </name>
            <name name-style="western">
              <surname>Bowser</surname>
              <given-names>DM</given-names>
            </name>
            <name name-style="western">
              <surname>Fouad</surname>
              <given-names>FM</given-names>
            </name>
            <name name-style="western">
              <surname>Lucumí</surname>
              <given-names>DI</given-names>
            </name>
            <name name-style="western">
              <surname>Samari</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Harker</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Shepard</surname>
              <given-names>DS</given-names>
            </name>
            <name name-style="western">
              <surname>Zeng</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Moresky</surname>
              <given-names>RT</given-names>
            </name>
            <name name-style="western">
              <surname>Audi</surname>
              <given-names>MN</given-names>
            </name>
            <name name-style="western">
              <surname>Greene</surname>
              <given-names>CM</given-names>
            </name>
            <name name-style="western">
              <surname>Kachur</surname>
              <given-names>SP</given-names>
            </name>
          </person-group>
          <article-title>Leave no one behind: ensuring access to COVID-19 vaccines for refugee and displaced populations</article-title>
          <source>Nat Med</source>
          <year>2021</year>
          <month>05</month>
          <day>19</day>
          <volume>27</volume>
          <issue>5</issue>
          <fpage>747</fpage>
          <lpage>749</lpage>
          <pub-id pub-id-type="doi">10.1038/s41591-021-01328-3</pub-id>
          <pub-id pub-id-type="medline">33875889</pub-id>
          <pub-id pub-id-type="pii">10.1038/s41591-021-01328-3</pub-id>
          <pub-id pub-id-type="pmcid">PMC10413720</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref141">
        <label>141</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rahman</surname>
              <given-names>FA</given-names>
            </name>
            <name name-style="western">
              <surname>Dang</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ebikeme</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Villardi</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Mapping COVID-19 access gaps: results from 14 countries</article-title>
          <source>Matahari Global Solutions</source>
          <year>2022</year>
          <month>8</month>
          <day>25</day>
          <access-date>2023-09-28</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://matahari.global/wp-content/uploads/2022/08/Mapping-Access-Gaps-in-COVID-19.pdf">https://matahari.global/wp-content/uploads/2022/08/Mapping-Access-Gaps-in-COVID-19.pdf</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref142">
        <label>142</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lindstaedt</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <source>Human Security in Disease and Disaster</source>
          <year>2021</year>
          <publisher-loc>London, UK</publisher-loc>
          <publisher-name>Routledge</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref143">
        <label>143</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Nardi</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 in the Americas: the role of collaborating centers in understanding lessons and best practices in pandemic preparedness and response</article-title>
          <source>Rev Panam Salud Publica</source>
          <year>2023</year>
          <volume>47</volume>
          <fpage>e7</fpage>
          <pub-id pub-id-type="doi">10.26633/rpsp.2023.7</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref144">
        <label>144</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Smith</surname>
              <given-names>MK</given-names>
            </name>
            <name name-style="western">
              <surname>Ehresmann</surname>
              <given-names>KR</given-names>
            </name>
            <name name-style="western">
              <surname>Knowlton</surname>
              <given-names>GS</given-names>
            </name>
            <name name-style="western">
              <surname>LaFrance</surname>
              <given-names>AB</given-names>
            </name>
            <name name-style="western">
              <surname>Vazquez Benitez</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Quadri</surname>
              <given-names>NS</given-names>
            </name>
            <name name-style="western">
              <surname>DeFor</surname>
              <given-names>TA</given-names>
            </name>
            <name name-style="western">
              <surname>Mann</surname>
              <given-names>EM</given-names>
            </name>
            <name name-style="western">
              <surname>Alpern</surname>
              <given-names>JD</given-names>
            </name>
            <name name-style="western">
              <surname>Stauffer</surname>
              <given-names>WM</given-names>
            </name>
          </person-group>
          <article-title>Understanding COVID-19 health disparities with birth country and language data</article-title>
          <source>Am J Prev Med</source>
          <year>2023</year>
          <month>12</month>
          <volume>65</volume>
          <issue>6</issue>
          <fpage>993</fpage>
          <lpage>1002</lpage>
          <pub-id pub-id-type="doi">10.1016/j.amepre.2023.06.018</pub-id>
          <pub-id pub-id-type="medline">37406745</pub-id>
          <pub-id pub-id-type="pii">S0749-3797(23)00284-2</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref145">
        <label>145</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Stein</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>As the pandemic ebbs, an influential COVID tracker shuts down</article-title>
          <source>npr</source>
          <year>2023</year>
          <month>2</month>
          <day>10</day>
          <access-date>2024-02-19</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://tinyurl.com/535fwh9t">https://tinyurl.com/535fwh9t</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref146">
        <label>146</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ritchey</surname>
              <given-names>MD</given-names>
            </name>
            <name name-style="western">
              <surname>Rosenblum</surname>
              <given-names>HG</given-names>
            </name>
            <name name-style="western">
              <surname>Del Guercio</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Humbard</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Santos</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Hall</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chaitram</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Salerno</surname>
              <given-names>RM</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 self-test data: challenges and opportunities—United States, October 31, 2021–June 11, 2022</article-title>
          <source>MMWR Morb Mortal Wkly Rep</source>
          <year>2022</year>
          <month>08</month>
          <day>12</day>
          <volume>71</volume>
          <issue>32</issue>
          <fpage>1005</fpage>
          <lpage>1010</lpage>
          <pub-id pub-id-type="doi">10.15585/mmwr.mm7132a1</pub-id>
          <pub-id pub-id-type="medline">35951486</pub-id>
          <pub-id pub-id-type="pmcid">PMC9400539</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref147">
        <label>147</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Domingues</surname>
              <given-names>JM</given-names>
            </name>
          </person-group>
          <article-title>From global risk to global threat: state capabilities and modernity in times of coronavirus</article-title>
          <source>Curr Sociol</source>
          <year>2020</year>
          <month>11</month>
          <day>11</day>
          <volume>70</volume>
          <issue>1</issue>
          <fpage>6</fpage>
          <lpage>23</lpage>
          <pub-id pub-id-type="doi">10.1177/0011392120963369</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref148">
        <label>148</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Benati</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Effective contact tracing system minimizes COVID-19 related infections and deaths: policy lessons to reduce the impact of future pandemic diseases</article-title>
          <source>JPAG</source>
          <year>2022</year>
          <month>08</month>
          <day>24</day>
          <volume>12</volume>
          <issue>3</issue>
          <fpage>1933</fpage>
          <pub-id pub-id-type="doi">10.5296/jpag.v12i3.19834</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref149">
        <label>149</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Askitas</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Tatsiramos</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Verheyden</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Estimating worldwide effects of non-pharmaceutical interventions on COVID-19 incidence and population mobility patterns using a multiple-event study</article-title>
          <source>Sci Rep</source>
          <year>2021</year>
          <month>01</month>
          <day>21</day>
          <volume>11</volume>
          <issue>1</issue>
          <fpage>1972</fpage>
          <pub-id pub-id-type="doi">10.1038/s41598-021-81442-x</pub-id>
          <pub-id pub-id-type="medline">33479325</pub-id>
          <pub-id pub-id-type="pii">10.1038/s41598-021-81442-x</pub-id>
          <pub-id pub-id-type="pmcid">PMC7820317</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref150">
        <label>150</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Effects of strict containment policies on COVID-19 pandemic crisis: lessons to cope with next pandemic impacts</article-title>
          <source>Environ Sci Pollut Res Int</source>
          <year>2023</year>
          <month>01</month>
          <day>04</day>
          <volume>30</volume>
          <issue>1</issue>
          <fpage>2020</fpage>
          <lpage>2028</lpage>
          <pub-id pub-id-type="doi">10.1007/s11356-022-22024-w</pub-id>
          <pub-id pub-id-type="medline">35925462</pub-id>
          <pub-id pub-id-type="pii">10.1007/s11356-022-22024-w</pub-id>
          <pub-id pub-id-type="pmcid">PMC9362501</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref151">
        <label>151</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Improving preparedness for next pandemics: max level of COVID-19 vaccinations without social impositions to design effective health policy and avoid flawed democracies</article-title>
          <source>Environ Res</source>
          <year>2022</year>
          <month>10</month>
          <volume>213</volume>
          <fpage>113566</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envres.2022.113566</pub-id>
          <pub-id pub-id-type="medline">35660409</pub-id>
          <pub-id pub-id-type="pii">S0013-9351(22)00893-3</pub-id>
          <pub-id pub-id-type="pmcid">PMC9155186</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref152">
        <label>152</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Giri</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Cleaves</surname>
              <given-names>HJ</given-names>
            </name>
            <name name-style="western">
              <surname>Meringer</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Chandru</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <article-title>The post-COVID-19 era: interdisciplinary demands of contagion surveillance mass spectrometry for future pandemics</article-title>
          <source>Sustainability</source>
          <year>2021</year>
          <month>07</month>
          <day>07</day>
          <volume>13</volume>
          <issue>14</issue>
          <fpage>7614</fpage>
          <pub-id pub-id-type="doi">10.3390/su13147614</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref153">
        <label>153</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lemos</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Firmino</surname>
              <given-names>RJ</given-names>
            </name>
            <name name-style="western">
              <surname>Marques</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Matos</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Lopes</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Smart pandemic surveillance?: a neo-materialist analysis of the “Monitora Covid-19” application in Brazil</article-title>
          <source>Surveill Soc</source>
          <year>2022</year>
          <month>03</month>
          <day>26</day>
          <volume>20</volume>
          <issue>1</issue>
          <fpage>82</fpage>
          <lpage>99</lpage>
          <pub-id pub-id-type="doi">10.24908/ss.v20i1.14282</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref154">
        <label>154</label>
        <nlm-citation citation-type="confproc">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Valter</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Oliveira</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Vitorino</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Neuman</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Albuquerque</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Andrade</surname>
              <given-names>LOM</given-names>
            </name>
            <name name-style="western">
              <surname>Barreto</surname>
              <given-names>ICHC</given-names>
            </name>
            <name name-style="western">
              <surname>Cardoso</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>da Silva</surname>
              <given-names>FGS</given-names>
            </name>
            <name name-style="western">
              <surname>Andrade</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ribeiro</surname>
              <given-names>LLS</given-names>
            </name>
          </person-group>
          <article-title>Intelligent epidemiological surveillance in the Brazilian semiarid</article-title>
          <year>2021</year>
          <conf-name>2020 IEEE International Conference on E-health Networking, Application &amp; Services (HEALTHCOM)</conf-name>
          <conf-date>March 1-2, 2021</conf-date>
          <conf-loc>Shenzhen, China</conf-loc>
          <fpage>1</fpage>
          <lpage>6</lpage>
          <pub-id pub-id-type="doi">10.1109/healthcom49281.2021.9399018</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref155">
        <label>155</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Deciancio (Ed.)</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Quiliconi (Ed.)</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <source>Regional and International Cooperation in South America After COVID: Challenges and Opportunities Post-pandemic</source>
          <year>2022</year>
          <publisher-loc>New York, NY</publisher-loc>
          <publisher-name>Routledge</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref156">
        <label>156</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bachan</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Pawiński</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Assessing the health security responsiveness of the Caribbean Public Health Agency (CARPHA) and the Government of Trinidad and Tobago: the Zika and COVID-19 outbreaks</article-title>
          <source>J Dev Soc</source>
          <year>2023</year>
          <month>12</month>
          <day>06</day>
          <volume>39</volume>
          <issue>4</issue>
          <fpage>468</fpage>
          <lpage>489</lpage>
          <pub-id pub-id-type="doi">10.1177/0169796x231209099</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref157">
        <label>157</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Preparedness of countries to face COVID-19 pandemic crisis: strategic positioning and factors supporting effective strategies of prevention of pandemic threats</article-title>
          <source>Environ Res</source>
          <year>2022</year>
          <month>01</month>
          <volume>203</volume>
          <fpage>111678</fpage>
          <pub-id pub-id-type="doi">10.1016/j.envres.2021.111678</pub-id>
          <pub-id pub-id-type="medline">34280421</pub-id>
          <pub-id pub-id-type="pii">S0013-9351(21)00972-5</pub-id>
          <pub-id pub-id-type="pmcid">PMC8284056</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref158">
        <label>158</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Sources, diffusion and prediction in COVID-19 pandemic: lessons learned to face next health emergency</article-title>
          <source>AIMS Public Health</source>
          <year>2023</year>
          <volume>10</volume>
          <issue>1</issue>
          <fpage>145</fpage>
          <lpage>168</lpage>
          <pub-id pub-id-type="doi">10.3934/publichealth.2023012</pub-id>
          <pub-id pub-id-type="medline">37063362</pub-id>
          <pub-id pub-id-type="pii">publichealth-10-01-012</pub-id>
          <pub-id pub-id-type="pmcid">PMC10091135</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref159">
        <label>159</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Factors determining the diffusion of COVID-19 and suggested strategy to prevent future accelerated viral infectivity similar to COVID</article-title>
          <source>Sci Total Environ</source>
          <year>2020</year>
          <month>08</month>
          <day>10</day>
          <volume>729</volume>
          <fpage>138474</fpage>
          <pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.138474</pub-id>
          <pub-id pub-id-type="medline">32498152</pub-id>
          <pub-id pub-id-type="pii">S0048-9697(20)31987-2</pub-id>
          <pub-id pub-id-type="pmcid">PMC7169901</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref160">
        <label>160</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Coccia</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Pandemic prevention: lessons from COVID-19</article-title>
          <source>Encyclopedia</source>
          <year>2021</year>
          <month>05</month>
          <day>31</day>
          <volume>1</volume>
          <issue>2</issue>
          <fpage>433</fpage>
          <lpage>444</lpage>
          <pub-id pub-id-type="doi">10.3390/encyclopedia1020036</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref161">
        <label>161</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ear</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <source>Viral Sovereignty and the Political Economy of Pandemics: What Explains How Countries Handle Outbreaks?</source>
          <year>2021</year>
          <month>12</month>
          <day>21</day>
          <publisher-loc>London, UK</publisher-loc>
          <publisher-name>Routledge</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref162">
        <label>162</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ritchie</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Mathieu</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Rodés-Guirao</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Appel</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Giattino</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Hasell</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Macdonald</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Dattani</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Beltekian</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ortiz-Ospina</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Roser</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Coronavirus pandemic (COVID-19)</article-title>
          <source>Our World in Data</source>
          <year>2020</year>
          <access-date>2024-04-02</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://ourworldindata.org/coronavirus">https://ourworldindata.org/coronavirus</ext-link>
          </comment>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
