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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">v10i1e48255</article-id>
      <article-id pub-id-type="pmid">38441923</article-id>
      <article-id pub-id-type="doi">10.2196/48255</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>Durability of the Effectiveness of Heterologous COVID-19 Vaccine Regimens in Thailand: Retrospective Cohort Study Using National Registration Data</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Mavragani</surname>
            <given-names>Amaryllis</given-names>
          </name>
        </contrib>
        <contrib contrib-type="editor">
          <name>
            <surname>Sanchez</surname>
            <given-names>Travis</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Pesälä</surname>
            <given-names>Samuli</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Chu</surname>
            <given-names>Yuanchia</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author">
          <name name-style="western">
            <surname>Kumwichar</surname>
            <given-names>Ponlagrit</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1580-5720</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Poonsiri</surname>
            <given-names>Chittawan</given-names>
          </name>
          <degrees>PharmD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-2143-1662</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Botwright</surname>
            <given-names>Siobhan</given-names>
          </name>
          <degrees>MA</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-8204-2065</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Sirichumroonwit</surname>
            <given-names>Natchalaikorn</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-7403-0278</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Loharjun</surname>
            <given-names>Bootsakorn</given-names>
          </name>
          <degrees>MD, MSc</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-4709-6682</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Thawillarp</surname>
            <given-names>Supharerk</given-names>
          </name>
          <degrees>MD, MS, DrPH</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8793-0670</ext-link>
        </contrib>
        <contrib id="contrib7" contrib-type="author">
          <name name-style="western">
            <surname>Cheewaruangroj</surname>
            <given-names>Nontawit</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff5" ref-type="aff">5</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-3727-1432</ext-link>
        </contrib>
        <contrib id="contrib8" contrib-type="author">
          <name name-style="western">
            <surname>Chokchaisiripakdee</surname>
            <given-names>Amorn</given-names>
          </name>
          <degrees>MS</degrees>
          <xref rid="aff5" ref-type="aff">5</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3319-1467</ext-link>
        </contrib>
        <contrib id="contrib9" contrib-type="author">
          <name name-style="western">
            <surname>Teerawattananon</surname>
            <given-names>Yot</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-2217-2930</ext-link>
        </contrib>
        <contrib id="contrib10" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Chongsuvivatwong</surname>
            <given-names>Virasakdi</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Department of Epidemiology</institution>
            <institution>Faculty of Medicine</institution>
            <institution>Prince of Songkla University</institution>
            <addr-line>15 Kanchanavanit Road, Hat Yai</addr-line>
            <addr-line>Songkhla, 90110</addr-line>
            <country>Thailand</country>
            <phone>66 74451165</phone>
            <email>cvirasak@medicine.psu.ac.th</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9850-4463</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Department of Epidemiology</institution>
        <institution>Faculty of Medicine</institution>
        <institution>Prince of Songkla University</institution>
        <addr-line>Songkhla</addr-line>
        <country>Thailand</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Health Intervention and Technology Assessment Program</institution>
        <institution>Ministry of Public Health</institution>
        <addr-line>Nonthaburi</addr-line>
        <country>Thailand</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Medical Services</institution>
        <institution>Institute of Medical Research and Technology Assessment</institution>
        <institution>Ministry of Public Health</institution>
        <addr-line>Nonthaburi</addr-line>
        <country>Thailand</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Disease Control</institution>
        <institution>Ministry of Public Health</institution>
        <addr-line>Nonthaburi</addr-line>
        <country>Thailand</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Big Data Institute</institution>
        <institution>Ministry of Digital Economy and Society</institution>
        <addr-line>Bangkok</addr-line>
        <country>Thailand</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Virasakdi Chongsuvivatwong <email>cvirasak@medicine.psu.ac.th</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2024</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>5</day>
        <month>3</month>
        <year>2024</year>
      </pub-date>
      <volume>10</volume>
      <elocation-id>e48255</elocation-id>
      <history>
        <date date-type="received">
          <day>17</day>
          <month>4</month>
          <year>2023</year>
        </date>
        <date date-type="rev-request">
          <day>7</day>
          <month>8</month>
          <year>2023</year>
        </date>
        <date date-type="rev-recd">
          <day>31</day>
          <month>10</month>
          <year>2023</year>
        </date>
        <date date-type="accepted">
          <day>8</day>
          <month>2</month>
          <year>2024</year>
        </date>
      </history>
      <copyright-statement>©Ponlagrit Kumwichar, Chittawan Poonsiri, Siobhan Botwright, Natchalaikorn Sirichumroonwit, Bootsakorn Loharjun, Supharerk Thawillarp, Nontawit Cheewaruangroj, Amorn Chokchaisiripakdee, Yot Teerawattananon, Virasakdi Chongsuvivatwong. Originally published in JMIR Public Health and Surveillance (https://publichealth.jmir.org), 05.03.2024.</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/e48255" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>The durability of heterologous COVID-19 vaccine effectiveness (VE) has been primarily studied in high-income countries, while evaluation of heterologous vaccine policies in low- and middle-income countries remains limited.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>We aimed to evaluate the duration during which the VE of heterologous COVID-19 vaccine regimens in mitigating serious outcomes, specifically severe COVID-19 and death following hospitalization with COVID-19, remains over 50%.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We formed a dynamic cohort by linking records of Thai citizens aged ≥18 years from citizen vital, COVID-19 vaccine, and COVID-19 cases registry databases between May 2021 and July 2022. Encrypted citizen identification numbers were used to merge the data between the databases. This study focuses on 8 common heterologous vaccine sequences: CoronaVac/ChAdOx1, ChAdOx1/BNT162b2, CoronaVac/CoronaVac/ChAdOx1, CoronaVac/ChAdOx1/ChAdOx1, CoronaVac/ChAdOx1/BNT162b2, BBIBP-CorV/BBIBP-CorV/BNT162b2, ChAdOx1/ChAdOx1/BNT162b2, and ChAdOx1/ChAdOx1/mRNA-1273. Nonimmunized individuals were considered for comparisons. The cohort was stratified according to the vaccination status, age, sex, province location, month of vaccination, and outcome. Data analysis employed logistic regression to determine the VE, accounting for potential confounders and durability over time, with data observed over a follow-up period of 7 months.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>This study includes 52,580,841 individuals, with approximately 17,907,215 and 17,190,975 receiving 2- and 3-dose common heterologous vaccines (not mutually exclusive), respectively. The 2-dose heterologous vaccinations offered approximately 50% VE against severe COVID-19 and death following hospitalization with COVID-19 for 2 months; however, the protection significantly declined over time. The 3-dose heterologous vaccinations sustained over 50% VE against both outcomes for at least 8 months, as determined by logistic regression with durability time-interaction modeling. The vaccine sequence consisting of CoronaVac/CoronaVac/ChAdOx1 demonstrated &#62;80% VE against both outcomes, with no evidence of VE waning. The final monthly measured VE of CoronaVac/CoronaVac/ChAdOx1 against severe COVID-19 and death following hospitalization at 7 months after the last dose was 82% (95% CI 80.3%-84%) and 86.3% (95% CI 83.6%-84%), respectively.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>In Thailand, within a 7-month observation period, the 2-dose regimens could not maintain a 50% VE against severe and fatal COVID-19 for over 2 months, but all of the 3-dose regimens did. The CoronaVac/CoronaVac/ChAdOx1 regimen showed the best protective effect against severe and fatal COVID-19. The estimated durability of 50% VE for at least 8 months across all 3-dose heterologous COVID-19 vaccine regimens supports the adoption of heterologous prime-boost vaccination strategies, with a primary series of inactivated virus vaccine and boosting with either a viral vector or an mRNA vaccine, to prevent similar pandemics in low- and middle-income countries.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>COVID-19</kwd>
        <kwd>heterologous vaccine</kwd>
        <kwd>vaccine</kwd>
        <kwd>vaccine effectiveness</kwd>
        <kwd>durability</kwd>
        <kwd>time</kwd>
        <kwd>waning</kwd>
        <kwd>real-world</kwd>
        <kwd>public health</kwd>
        <kwd>vaccination strategy</kwd>
        <kwd>health outcome</kwd>
        <kwd>vaccines</kwd>
        <kwd>vaccination</kwd>
        <kwd>unvaccinated</kwd>
        <kwd>big data</kwd>
        <kwd>registry</kwd>
        <kwd>registries</kwd>
        <kwd>health outcomes</kwd>
        <kwd>effectiveness</kwd>
        <kwd>SARS-CoV-2</kwd>
        <kwd>cohort</kwd>
        <kwd>database</kwd>
        <kwd>databases</kwd>
        <kwd>vaccinated</kwd>
        <kwd>Cochran-Mantel-Haenszel</kwd>
        <kwd>Mantel-Haenszel</kwd>
        <kwd>regression</kwd>
        <kwd>risk</kwd>
        <kwd>risks</kwd>
        <kwd>association</kwd>
        <kwd>associations</kwd>
        <kwd>odds ratio</kwd>
        <kwd>odds ratios</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>The effectiveness of COVID-19 vaccine is typically determined through randomized controlled trials prior to market approval [<xref ref-type="bibr" rid="ref1">1</xref>]. Most clinical trials on COVID-19 vaccines focused on homologous vaccination [<xref ref-type="bibr" rid="ref2">2</xref>], whereas most vaccination programs in low- and middle-income countries (LMICs) use heterologous vaccination for the primary series [<xref ref-type="bibr" rid="ref3">3</xref>-<xref ref-type="bibr" rid="ref7">7</xref>]. Recently, evidence has consistently shown that the vaccine effectiveness (VE) of a 3-dose homologous messenger ribonucleic acid (mRNA) vaccine regimen against severe COVID-19 appears to wane at 6 months after the third dose. However, evidence regarding the durability of 3-dose heterologous vaccination regimens remains limited [<xref ref-type="bibr" rid="ref8">8</xref>-<xref ref-type="bibr" rid="ref11">11</xref>]. Most research on the durability of heterologous COVID-19 VE have been conducted in high-income countries [<xref ref-type="bibr" rid="ref12">12</xref>-<xref ref-type="bibr" rid="ref14">14</xref>]. Although real-world VE studies provide information about the protective effects of heterologous regimens, considerable variations exist across studies because of differences in the vaccine combinations used, unmeasured confounders, and differences in the vaccination eligibility criteria over time and across countries [<xref ref-type="bibr" rid="ref15">15</xref>]. To our knowledge, no population-based studies have been conducted on the durability of VE of the heterologous prime-boost regimens primarily used in LMICs, which involve a primary series of inactivated vaccines followed by an mRNA or a viral vector vaccine.</p>
      <p>In Thailand, a heterologous vaccination strategy was implemented without strong evidence of VE due to supply constraints [<xref ref-type="bibr" rid="ref16">16</xref>]. The primary series of vaccinations was initially administered using inactivated virus vaccines, followed by viral vector vaccines, whereas mRNA vaccines were mainly used as a booster dose [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. Although test-negative case-control studies have been conducted of heterologous vaccination effectiveness in Thailand [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>], these studies are limited in size and follow-up period and therefore were unable to determine the temporal relationship [<xref ref-type="bibr" rid="ref19">19</xref>]. Thailand is not unique in this regard. To the best of our knowledge, no LMIC has modeled VE durability or waning over time in population-based cohort studies.</p>
      <p>Thailand has maintained a national citizen registry linked to national health databases since 1993 [<xref ref-type="bibr" rid="ref20">20</xref>]. Specialized registries have been established for COVID-19 testing, COVID-19 cases, and COVID-19 vaccination [<xref ref-type="bibr" rid="ref21">21</xref>]. By linking these records, we examined a dynamic cohort of the Thai population to assess the durability of VE of heterologous vaccine sequences, providing insights for future pandemics. This study aims to evaluate the duration during which the VE of heterologous vaccine sequences against severe COVID-19 and death following hospitalization for COVID-19 (fatal COVID-19) remains over 50%.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Study Design</title>
        <p>This was a dynamic cohort study in which participants entered or exited the cohort at different timepoints during the study period, depending on when they met the eligibility criteria for entering or leaving the cohort [<xref ref-type="bibr" rid="ref22">22</xref>]. The time frame of this study was from May 2021 (when the COVID-19 vaccination started in Thailand) to July 2022 (when the compulsory registration of all COVID-19 cases ended). We assumed that all individuals residing in the same province would have a similar risk of exposure to SARS-CoV-2 during the pandemic.</p>
      </sec>
      <sec>
        <title>Setting</title>
        <p><xref rid="figure1" ref-type="fig">Figure 1</xref>A displays the time series of notified SARS-CoV-2 infection, severe COVID-19, and deaths following hospitalization with COVID-19, while <xref rid="figure1" ref-type="fig">Figure 1</xref>B shows the circulating variants. <xref rid="figure1" ref-type="fig">Figure 1</xref>A shows that the national trends in COVID-19 case notifications and COVID-19 vaccine administration from May 2021 to June 2022. In <xref rid="figure1" ref-type="fig">Figure 1</xref>B, from May 2021 to May 2022, B.1.1.7 (Alpha) was rapidly replaced by B.1617.2 (Delta), which caused a peak in severe and fatal COVID-19 cases. The Delta variant has since been replaced by the B.1.1.529 (Omicron) variant, which has a higher infection rate but reduced severity [<xref ref-type="bibr" rid="ref23">23</xref>]. A marked reduction was noted in the reporting of COVID-19 cases after the reimbursement protocol for COVID-19 was integrated into the universal health coverage program [<xref ref-type="bibr" rid="ref24">24</xref>]. Therefore, no data analysis was conducted beyond July 2022. <xref rid="figure1" ref-type="fig">Figure 1</xref>C shows that the first vaccine to be rolled out was CoronaVac (Sinovac [SV], Sinovac Biotech), for which the rate of uptake remained steady until the end of 2021. ChAdOx1 nCoV-19 (University of Oxford/AstraZeneca [AZ]) was rolled out in June 2021 and was the main vaccine used during the Delta variant outbreak. Simultaneously, a limited volume of BBIBP-CorV (Sinopharm [SP], National Biotech Group, Beijing Institute of Biological Products) became available via national academies and the private sector. BNT162b2 (Pfizer/BioNTech Inc [PZ]) was introduced at the end of 2021 and was expected to become the main vaccine used in 2022. The market share of mRNA-1273 (Moderna [MN]) has remained low.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>The overall situation of the COVID-19 outbreak during the recruitment period of the dynamic cohort. (A) Daily number of cases of COVID-19 notified (top 2 rows) and COVID-19 deaths (bottom row). (B) SARS-CoV-2 variants circulating in Thailand (pink: Alpha; green: Delta; lilac: Omicron). (C) Daily number of vaccine doses administered by product during the study period.</p>
          </caption>
          <graphic xlink:href="publichealth_v10i1e48255_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Data Sources</title>
        <p>Data were retrieved from national databases of the Thai Ministry of Public Health (MoPH) and the Ministry of Interior. The core data set is the civil registration database, which contains all the citizen identification records. In Thailand, citizens must show their citizen identification cards to access public services such as government-funded health care. COVID-19 vaccine procurement and delivery in both the public and private sectors were monitored by the MoPH through the Mor Prom database, which holds details, including the location of vaccination, citizen identification code, vaccine type, and vaccine batch. Another MoPH database, CO-WARD, recorded all reverse transcription polymerase chain reaction (RT-PCR) test results and clinical outcomes, including severity and death. COVID-19 testing, quarantine, treatment, and vaccination costs were all recorded for reimbursement through national health insurance schemes. In addition, all deaths are recorded by law in a separate national Ministry of Interior (Thailand) database. All the databases were linked using encrypted citizen identification in the analysis.</p>
      </sec>
      <sec>
        <title>Participants</title>
        <p>In this study, the participants were all Thai citizens aged 18 years or older because the 2021 vaccination policy only included the adult population. At the start of the study period (May 1, 2021), all participants were nonimmunized, meaning that they had neither received a vaccination nor had a prior SARS-CoV-2 infection. Upon vaccination, participants moved into a group defined by the sequence of vaccines received: SV-AZ, AZ-PZ, SV-SV-AZ, SV-AZ-AZ, SV-AZ-PZ, SP-SP-PZ, AZ-AZ-PZ, and AZ-AZ-MN. Thus, the participant vaccination status could change over time sequentially from nonimmunized to 1, 2, and 3 doses. Participants were excluded from the cohort if they had evidence of SAR-CoV-2 infection (positive antigen test kit [ATK] or RT-PCR) or if they died from any cause. Otherwise, they were followed up until the end of the study period (July 31, 2022).</p>
      </sec>
      <sec>
        <title>Exposures and Outcomes</title>
        <p><xref ref-type="table" rid="table1">Table 1</xref> lists the outcomes and exposure variables. Outcomes were defined as untested/uninfected or infected (positive RT-PCR results). The infected group was further classified as nonsevere or severe (oxygen saturation ≤94% on room air or rapid progressive pneumonia based on the doctor’s decision) [<xref ref-type="bibr" rid="ref25">25</xref>] and fatal infection (any hospitalized death with SARS-CoV-2 infection). The assessment of severity was assessed daily, without missing data [<xref ref-type="bibr" rid="ref26">26</xref>]. We omitted the evaluation of VE in asymptomatic patients or patients with nonsevere COVID-19 because of underreporting issues. Additionally, our analysis omitted cases of severe COVID-19 that resulted in death prior to hospitalization. This decision was based on our data exploration, which showed that such scenarios accounted for less than 1% of COVID-19–related deaths. On December 1, 2021, the national policy changed such that individuals who tested positive using an ATK were defined as having SARS-CoV-2 infection, whereas previously, the case definition required confirmation using RT-PCR [<xref ref-type="bibr" rid="ref27">27</xref>]. Owing to this change in the classification of cases during the study period, we included only severe COVID-19 cases and deaths following hospitalization for COVID-19 (fatal COVID-19) as the outcomes of interest. The primary independent variable in this study was the vaccine regimen. Due to the presence of multiple categories of vaccination sequences, our analysis focused on the 8 most prevalent heterologous sequences. Other vaccine sequences administered to an insufficient number of individuals (see Data Availability) were excluded from this report. The control group consisted of nonimmunized individuals. Additional variables for confounder adjustment encompassed age, sex, province of residence, and the calendar month of infection (a proxy for the predominant variant during each period). The results were consolidated based on the time elapsed 2 months following the receipt of the last vaccine dose, as evidence suggests that the decline in the immune response against the SARS-CoV-2 virus starts 3 months after the final dose [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Variables used in the data analysis to determine the durability of heterologous COVID-19 vaccine regimens in Thailand.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="230"/>
            <col width="0"/>
            <col width="140"/>
            <col width="0"/>
            <col width="600"/>
            <thead>
              <tr valign="top">
                <td colspan="3">Variables</td>
                <td colspan="2">Abbreviation</td>
                <td>Categories</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="6">
                  <bold>Outcomes</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Severe COVID-19</td>
                <td colspan="2">Y<sub>1</sub></td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>No evidence of SARS-CoV-2 infection or SARS-COV-2 infection without severe COVID-19 (reference)</p>
                    </list-item>
                    <list-item>
                      <p>Severe COVID-19</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fatal COVID-19</td>
                <td colspan="2">Y<sub>2</sub></td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>No evidence of SARS-CoV-2 infection or SARS-COV-2 infection without death (reference)</p>
                    </list-item>
                    <list-item>
                      <p>Death following hospitalization with COVID-19</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td colspan="6">
                  <bold>Exposures</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Vaccine sequence</td>
                <td colspan="2">V</td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>No immunization (reference)</p>
                    </list-item>
                    <list-item>
                      <p>SV<sup>a</sup>-AZ<sup>b</sup></p>
                    </list-item>
                    <list-item>
                      <p>AZ-PZ<sup>c</sup></p>
                    </list-item>
                    <list-item>
                      <p>SV-SV-AZ</p>
                    </list-item>
                    <list-item>
                      <p>SV-AZ-AZ</p>
                    </list-item>
                    <list-item>
                      <p>SV-AZ-PZ</p>
                    </list-item>
                    <list-item>
                      <p>SP-SP<sup>d</sup>-PZ</p>
                    </list-item>
                    <list-item>
                      <p>AZ-AZ-PZ</p>
                    </list-item>
                    <list-item>
                      <p>AZ-AZ-MN<sup>e</sup></p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td colspan="6">
                  <bold>Stratification factors</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Age group (years)</td>
                <td colspan="2">x<sub>1</sub></td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>18-40 (reference)</p>
                    </list-item>
                    <list-item>
                      <p>41-60</p>
                    </list-item>
                    <list-item>
                      <p>41-60</p>
                    </list-item>
                    <list-item>
                      <p>61-80</p>
                    </list-item>
                    <list-item>
                      <p>over 80</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Sex</td>
                <td colspan="2">x<sub>2</sub></td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>Female (reference)</p>
                    </list-item>
                    <list-item>
                      <p>Male</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Province of residence</td>
                <td colspan="2">x<sub>3</sub></td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>Bangkok (capital, reference)</p>
                    </list-item>
                    <list-item>
                      <p>Other provinces (76 provinces)</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Month of infection<sup>f</sup></td>
                <td colspan="2">x<sub>4</sub></td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>July 2021 (reference)</p>
                    </list-item>
                    <list-item>
                      <p>August 2021-July 2022 (11 months)</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Time since 2 months after the last dose of each vaccine sequence (months)<sup>g</sup></td>
                <td colspan="2">T</td>
                <td colspan="2">
                  <list list-type="bullet">
                    <list-item>
                      <p>0 (2 months after the last dose of each vaccine sequence, reference)</p>
                    </list-item>
                    <list-item>
                      <p>1-5</p>
                    </list-item>
                  </list>
                </td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>SV: Sinovac (CoronaVac).</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>AZ: AstraZeneca (ChAdOx1).</p>
            </fn>
            <fn id="table1fn3">
              <p><sup>c</sup>PZ: Pfizer/BioNTech (BNT162b2).</p>
            </fn>
            <fn id="table1fn4">
              <p><sup>d</sup>SP: Sinopharm (BBIBP-CorV).</p>
            </fn>
            <fn id="table1fn5">
              <p><sup>e</sup>MN: Moderna (mRNA-1273).</p>
            </fn>
            <fn id="table1fn6">
              <p><sup>f</sup>Month of infection is a categorical variable.</p>
            </fn>
            <fn id="table1fn7">
              <p><sup>g</sup>Time elapsed since 2 months after the last dose of each vaccine sequence was treated as a categorical variable for the Mantel-Haenszel method and as a continuous variable in the logistic regression model (1 month was assumed to be 30 calendar days).</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Data Manipulation Methods</title>
        <p>The encrypted citizen identification is used to merge data from each database. Individuals were classified according to their vaccination sequence at the end of each month and further stratified according to sex, age group, province of residence, SARS-CoV-2 infection status, and severity of infection. Once infected (positive ATK or RT-PCR results), the participants were excluded from the analysis for subsequent months.</p>
      </sec>
      <sec>
        <title>Data Analysis</title>
        <sec>
          <title>Estimation of VE Over Time</title>
          <p>The variables employed in our analysis (<xref ref-type="table" rid="table1">Table 1</xref>) were used in stratified cross-tabulation and logistic regression analyses. The outcome variables were severe COVID-19 (Y1) and death following COVID-19 (Y2). They were analyzed separately and reported. The exposure variable was the vaccine sequence, for which we included two 2-dose and five 3-dose regimens. Other vaccine sequences had small sample sizes and were omitted.</p>
          <p>In this study, 2 analytical methods were employed to evaluate VE. The first method, the Mantel-Haenszel risk ratio [<xref ref-type="bibr" rid="ref29">29</xref>], calculated VE<sub>t</sub> as VE<sub>t</sub> = 1 – aRR<sub>t</sub> [<xref ref-type="bibr" rid="ref30">30</xref>], where aRR is the adjusted risk ratio, adjusted for other variables (x) and t represents a categorical time variable (2-7 months after the last dose), as indicated by data observed within 7 months since the last dose. In this study, T+2 was used as the measure of t, based on the assumption that VE begins to wane 2 months after the last dose. The second method, logistic regression, assesses VE durability using the formula: VE<sub>t</sub> = 1 – aOR<sub>t</sub> [<xref ref-type="bibr" rid="ref30">30</xref>], where aOR is the adjusted odds ratio, adjusted for other variables (x), and t is a continuous time variable measuring the months after the last dose. This approach allows for projecting aOR to calculate VE<sub>t</sub> more than 7 months postvaccination. Given the rarity of severe and fatal COVID-19 cases (incidence less than 1 per 1000), logistic regression was used to estimate the aOR of the vaccine, and the aOR was used to estimate the VE. This is based on the assumption that the odds ratio (OR) approximates the relative risk in rare event scenarios [<xref ref-type="bibr" rid="ref30">30</xref>-<xref ref-type="bibr" rid="ref32">32</xref>]. The hypothesis posits that VE may either persist or wane over time. Performing both analyses over a 7-month period aims to determine the concordance between the 2 methods, particularly whether aOR aligns with adjusted risk ratio in a rare outcome situation.</p>
        </sec>
        <sec>
          <title>Stratified Cross-Tabulation and Pooling Effect (Mantel-Haenszel Method)</title>
          <p>Each outcome and exposure variable were cross-tabulated using all the stratification factors, as shown in <xref ref-type="table" rid="table1">Table 1</xref>. Eventually, 51,744 tables (2×2) per month (T) were obtained for each vaccine sequence and outcome. The Mantel-Haenszel relative risk [<xref ref-type="bibr" rid="ref33">33</xref>] of each specific vaccine sequence was calculated using 2×2 tables. By subtracting the relative risk values of all the vaccine sequences from unity, we determined the effectiveness of the vaccine sequences for each month. All VE points were plotted against the month since the last dose of each vaccine sequence to illustrate the waning of VEs over time.</p>
        </sec>
        <sec>
          <title>Logistic Regression</title>
          <p>The primary objective of the regression analysis was to estimate the time since the last vaccination dose at which VE decreased to 50%—the minimum threshold recommended by the World Health Organization [<xref ref-type="bibr" rid="ref31">31</xref>]. According to the variables listed in <xref ref-type="table" rid="table1">Table 1</xref>, the main independent variables of interest were vaccine sequence (V), time since 2 months after the last dose (T), and their interaction (VT). Other independent variables with their categories were all denoted as <italic>x</italic>. Using the abbreviations in <xref ref-type="table" rid="table1">Table 1</xref>, we constructed the model to predict an individual’s probability of obtaining the outcome using the following formula for each vaccine sequence:</p>
          <p>
            <disp-formula>
              <graphic xlink:href="publichealth_v10i1e48255_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
            </disp-formula>
          </p>
          <p>where i indexes the set of outcomes, β<sub>X</sub> is the coefficient for each category of other variables, and β<sub>0</sub> denotes the intercept term. From the model, β<sub>V</sub> would be the natural logarithm (ln) of OR<sub>V</sub> at T=0. For each incremental month, the ln(OR<sub>V</sub>) would change by β<sub>VT</sub>. Given that VE<sub>i</sub> is VE against Y<sub>i</sub> of each vaccine sequence, the VE<sub>i</sub> for any T is <inline-graphic xlink:href="publichealth_v10i1e48255_fig6.png" xlink:type="simple" mimetype="image"/>. A statistically significant β<sub>VT</sub> indicates a significant change in the VE<sub>i</sub> over time. A variance inflation factor of greater than 5 was considered to indicate collinearity among noninteraction variables [<xref ref-type="bibr" rid="ref34">34</xref>]. The following formula was used to obtain the estimated time at which VE<sub>i</sub> declined to 50% (T<sub>VE=50%</sub>): T<sub>VE=50%</sub> = (ln(0.5) – β<sub>V</sub>)/β<sub>VT</sub>. Hence, the number of months after the last dose of each vaccine sequence at which VE<sub>i</sub> declined to 50% was T<sub>VE=50%</sub>+2. Additionally, a booster dose may be required.</p>
        </sec>
      </sec>
      <sec>
        <title>Subgroup Analysis</title>
        <p>We conducted a subgroup analysis by age group, utilizing the logistic regression model to examine the consistency of VE durability for each age group in relation to the overall population, where <italic>x</italic> represents variables other than the age group. All analyses were performed using epiDisplay version 3.5.0.2 [<xref ref-type="bibr" rid="ref35">35</xref>], car version 3.1 [<xref ref-type="bibr" rid="ref36">36</xref>], and tidyverse version 1.3.1 [<xref ref-type="bibr" rid="ref37">37</xref>] packages in R version 4.1.1 (R Core Team 2021; R: A Language and Environment for Statistical Computing, R Foundation for Statistical Computing). <italic>P</italic>&#60;.05 was considered statistically significant.</p>
      </sec>
      <sec>
        <title>Ethics Approval</title>
        <p>This study was approved by the human research ethics committee of Songkla University (REC 65-373-18-4). The waiver of consent for accessing encrypted data was granted by the MoPH and Ministry of Interior (Thailand).</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Participants</title>
        <p>A dynamic cohort of 52,580,841 individuals was established throughout the study period, beginning in May 2021. The cohort size decreased over the course of the study, as the participants exited because of SARS-CoV-2 infection (positive ATK or RT-PCR). For the 8 vaccine regimens included in our analysis, by the end of the study, 17,907,215 and 17,190,975 individuals who received 2 and 3 doses, respectively (not mutually exclusive), remained in the cohort. Thus, 45.73% (24,048,933/52,580,841) of the cohort comprised individuals who either received vaccine sequences other than the 8 primary sequences or received no vaccination at all. <xref ref-type="table" rid="table2">Table 2</xref> describes the characteristics of individuals receiving each vaccine sequence. The columns are arranged in a chronological order based on the date on which the Thai government policy included the vaccine regimen, starting with the inactivated virus vaccine, followed by the viral vector vaccine, and finally the mRNA vaccine.</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Characteristics of individuals aged ≥18 years who completed heterologous COVID-19 vaccination from May 2021 to May 2022.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="130"/>
            <col width="90"/>
            <col width="90"/>
            <col width="90"/>
            <col width="90"/>
            <col width="90"/>
            <col width="90"/>
            <col width="90"/>
            <col width="100"/>
            <col width="110"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Demographics</td>
                <td>SV<sup>a</sup>-AZ<sup>b</sup></td>
                <td>AZ-PZ<sup>c</sup></td>
                <td>SV-SV-AZ</td>
                <td>SV-AZ-AZ</td>
                <td>SV-AZ-PZ</td>
                <td>SP<sup>d</sup>-SP-PZ</td>
                <td>AZ-AZ-PZ</td>
                <td>AZ-AZ-MN<sup>e</sup></td>
                <td>Nonimmunized<sup>f</sup></td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="2">Total (N)<sup>g</sup></td>
                <td>15,949,194</td>
                <td>1,958,021</td>
                <td>2,403,520</td>
                <td>1,862,878</td>
                <td>4,703,404</td>
                <td>1,951,546</td>
                <td>5,166,290</td>
                <td>1,103,337</td>
                <td>44,424,291</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Sex, n (%)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Female</td>
                <td>8,414,839 (52.8)</td>
                <td>968,649 (49.5)</td>
                <td>1,331,232 (55.4)</td>
                <td>1,020,155 (54.8)</td>
                <td>2,584,869 (55)</td>
                <td>1,068,301 (54.7)</td>
                <td>2,862,671 (55.4)</td>
                <td>635,662 (57.6)</td>
                <td>23,267,161 (52.4)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Male</td>
                <td>7,534,355 (47.2)</td>
                <td>989,372 (50.5)</td>
                <td>1,072,288 (44.6)</td>
                <td>842,723 (45.2)</td>
                <td>2,118,535 (45)</td>
                <td>883,245 (45.3)</td>
                <td>2,303,619 (44.6)</td>
                <td>467,675 (42.4)</td>
                <td>21,157,130 (47.6)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">Age (years), mean (SD)</td>
                <td>46.2 (16.2)</td>
                <td>49.7 (16.9)</td>
                <td>42.3 (12.0)</td>
                <td>47.1 (16.1)</td>
                <td>47.5 (16.1)</td>
                <td>39.5 (14.1)</td>
                <td>47.2 (16.6)</td>
                <td>47.2 (16.6)</td>
                <td>46.3 (17.3)</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Age group (years), n (%)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>18-40</td>
                <td>6,287,541 (39.4)</td>
                <td>864,171 (44.1)</td>
                <td>1,040,358 (43.3)</td>
                <td>681,877 (36.6)</td>
                <td>165,3476 (35.2)</td>
                <td>1,106,757 (56.7)</td>
                <td>1,791,961 (34.7)</td>
                <td>454,076 (41.2)</td>
                <td>19,669,319 (44.3)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>40-60</td>
                <td>6,998,580 (43.9)</td>
                <td>752,975 (38.5)</td>
                <td>1,270,408 (52.9)</td>
                <td>84,7059 (45.5)</td>
                <td>2,125,381 (45.2)</td>
                <td>713,478 (36.6)</td>
                <td>1,895,300 (36.7)</td>
                <td>376,090 (34.1)</td>
                <td>17,215,748 (38.7)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>60-80</td>
                <td>2,502,226 (15.7)</td>
                <td>309,146 (15.8)</td>
                <td>89,667 (3.7)</td>
                <td>314,308 (16.9)</td>
                <td>875,393 (18.6)</td>
                <td>121,323 (6.2)</td>
                <td>1,388,652 (26.9)</td>
                <td>256,191 (23.2)</td>
                <td>6,970,081 (15.7)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Over 80</td>
                <td>160,847 (1)</td>
                <td>31,729 (1.6)</td>
                <td>3087 (0.1)</td>
                <td>19,634 (1)</td>
                <td>49,154 (1)</td>
                <td>9988 (0.5)</td>
                <td>90,377 (1.7)</td>
                <td>16,980 (1.5)</td>
                <td>569,143 (1.3)</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Regional area, n (%)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Bangkok (capital)</td>
                <td>254,872 (1.6)</td>
                <td>86,010 (4.4)</td>
                <td>384,195 (16)</td>
                <td>38,383 (2.1)</td>
                <td>83,496 (1.8)</td>
                <td>95,015 (4.9)</td>
                <td>1,304,126 (25.2)</td>
                <td>358,327 (32.5)</td>
                <td>3,675,053 (8.3)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Central</td>
                <td>2,927,216 (18.4)</td>
                <td>301,783 (15.4)</td>
                <td>546,683 (22.7)</td>
                <td>503,522 (27)</td>
                <td>832,144 (17.7)</td>
                <td>573,932 (29.4)</td>
                <td>1,479,139 (28.6)</td>
                <td>352,876 (32)</td>
                <td>9,954,471 (22.4)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>North</td>
                <td>1,885,484 (11.8)</td>
                <td>485,370 (24.8)</td>
                <td>150,490 (6.3)</td>
                <td>295,738 (15.9)</td>
                <td>701,329 (14.9)</td>
                <td>257,491 (13.2)</td>
                <td>306,847 (6)</td>
                <td>49,952 (4.5)</td>
                <td>4,477,914 (10.1)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Northeast</td>
                <td>6,874,988 (43.1)</td>
                <td>697,679 (35.6)</td>
                <td>557,002 (23.2)</td>
                <td>553,144 (29.7)</td>
                <td>2,343,599 (49.8)</td>
                <td>552,451 (28.3)</td>
                <td>1,100,220 (21.3)</td>
                <td>174,410 (15.8)</td>
                <td>15,085,451 (34)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>East</td>
                <td>1,025,189 (6.4)</td>
                <td>110,808 (5.7)</td>
                <td>159,441 (6.6)</td>
                <td>177,323 (9.5)</td>
                <td>231,917 (4.9)</td>
                <td>187,462 (9.6)</td>
                <td>392,273 (7.6)</td>
                <td>80,371 (7.3)</td>
                <td>3,226,324 (7.2)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>West</td>
                <td>723,149 (4.5)</td>
                <td>59,807 (3)</td>
                <td>118,212 (4.9)</td>
                <td>113,776 (6.1)</td>
                <td>118,322 (2.5)</td>
                <td>88,224 (4.5)</td>
                <td>207,480 (4)</td>
                <td>40,709 (3.7)</td>
                <td>2,059,025 (4.6)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>South</td>
                <td>2,258,296 (14.2)</td>
                <td>216,564 (11.1)</td>
                <td>487,497 (20.3)</td>
                <td>180,992 (9.7)</td>
                <td>392,597 (8.4)</td>
                <td>196,971 (10.1)</td>
                <td>376,205 (7.3)</td>
                <td>46,692 (4.2)</td>
                <td>5,946,053 (13.4)</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Interval duration between doses (weeks), median (IQR)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Interval between 1st and 2nd doses (weeks)</td>
                <td>3.4 (3-4)</td>
                <td>5.1 (4-8.6)</td>
                <td>3 (3-3.4)</td>
                <td>3.4 (3-4)</td>
                <td>3.4 (3-4)</td>
                <td>3 (3-4)</td>
                <td>12 (11.6-12)</td>
                <td>12 (11-12)</td>
                <td>N/A<sup>h</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Interval between 2nd and 3rd doses (weeks)</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>16 (14-19)</td>
                <td>19 (16-22)</td>
                <td>20 (17-25)</td>
                <td>16 (12-20)</td>
                <td>17 (15-20)</td>
                <td>17.1 (15-20)</td>
                <td>N/A</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>SV: Sinovac (CoronaVac).</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>AZ: AstraZeneca (ChAdOx1).</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>PZ: Pfizer/BioNTech (BNT162b2).</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>SP: Sinopharm (BBIBP-CorV).</p>
            </fn>
            <fn id="table2fn5">
              <p><sup>e</sup>MN: Moderna (mRNA-1273).</p>
            </fn>
            <fn id="table2fn6">
              <p><sup>f</sup>Nonimmunized population (reference) in May 2021.</p>
            </fn>
            <fn id="table2fn7">
              <p><sup>g</sup>Individuals who completed vaccination using a different vaccine sequence were not included.</p>
            </fn>
            <fn id="table2fn8">
              <p><sup>h</sup>N/A: not applicable.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>In May 2021, there were 44,424,291 nonimmunized individuals. This number decreased over time as vaccination campaigns continued. At the end of the study period, this number was reduced to 76,402. The sex distribution across all vaccine types remained relatively balanced. The number of individuals in the 18-40 years and 40-60 years age groups differed across the vaccine regimens. The interval between doses 1 and 2 of the vaccine was approximately within 1 month if dose 1 was SV or SP and 2-3 months if dose 1 was AZ, as per national guidelines [<xref ref-type="bibr" rid="ref25">25</xref>]. The duration between doses 2 and 3 varied between 1 and 6 months. Amid the emergence of the Omicron variant, PZ and MN were the predominant vaccines used.</p>
      </sec>
      <sec>
        <title>Effectiveness of the Vaccines</title>
        <p>The effectiveness of each heterologous vaccine regimen over time is shown in <xref rid="figure2" ref-type="fig">Figure 2</xref>, <xref rid="figure3" ref-type="fig">Figure 3</xref>, and <xref ref-type="table" rid="table3">Table 3</xref>. The estimated VEs over time from the logistic regression are illustrated in Figures S1-S2 of <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>. Table S1 of <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> shows no significant collinearity (variance inflation factor&#60;5) among the noninteraction variables in all logistic regression models. The 2-dose heterologous vaccination provided approximately 50% of the initial protection against severe and fatal COVID-19. After dose 2, protection against severe COVID-19 declined to less than 50% effectiveness at 5.9 months for SV-AZ and 4.7 months for AZ-PZ. The protective effect against death following COVID-19 was too low to compute a T<sub>VE=50%</sub>+2.</p>
        <p>All 3-dose heterologous vaccine sequences provided better protection than 2-dose heterologous vaccinations. SV-SV-AZ and SV-AZ-AZ provided persistent protection against both outcomes by over 80% and 60%, respectively, from the initial period to 7 months after dose 3 without evidence of waning. There was no statistical significance of the waning of VE against death between the SP-SP-PZ and AZ-AZ-MN groups. The T<sub>VE</sub>+2=50% protective effect against severe and fatal COVID-19 for each other 3-dose heterologous vaccine sequence varied from 8.7 to 14.6 months. <xref rid="figure2" ref-type="fig">Figures 2</xref> and <xref rid="figure3" ref-type="fig">3</xref> demonstrate the concordance in estimating VE using logistic regression within 7 months following the last dose for all vaccine sequences, as illustrated in Figures S1-S2 of <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>.</p>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Vaccine effectiveness of 2-dose vaccine sequences at preventing (A) severe and (B) fatal COVID-19 estimated using the Mantel-Haenszel risk ratio method with 95% CI ribbon from July 2021 to July 2022. For each month, the risk ratios of having the outcomes were stratified by the number of months after dose 2 and adjusted by sex, age group, province, and month of infection. AZ: AstraZeneca (ChAdOx1); PZ: Pfizer/BioNTech (BNT162b2); SV: Sinovac (CoronaVac).</p>
          </caption>
          <graphic xlink:href="publichealth_v10i1e48255_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Vaccine effectiveness of 3-dose vaccine sequences at preventing (A) severe and (B) fatal COVID-19 estimated using the Mantel-Haenszel risk ratio method with 95% CI ribbon from July 2021 to July 2022. For each month, the risk ratios of having the outcomes were stratified by the number of months after dose 3 and adjusted by sex, age groups, province, and month of infection. For SV-SV-AZ, SV-AZ-AZ, and SP-SP-PZ vaccine sequences, the vaccine effectiveness at 2 and 3 months after dose 3 was excluded due to an insufficient number of outcomes, resulting in CIs with an infinite range. AZ: AstraZeneca (ChAdOx1); MN: Moderna (mRNA-1273); PZ: Pfizer/BioNTech (BNT162b2); SP: Sinopharm (BBIBP-CorV); SV: Sinovac (CoronaVac).</p>
          </caption>
          <graphic xlink:href="publichealth_v10i1e48255_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Vaccine effectiveness of each vaccine combination at 2 and 7 months after the last dose of vaccine.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="30"/>
            <col width="140"/>
            <col width="0"/>
            <col width="200"/>
            <col width="0"/>
            <col width="200"/>
            <col width="0"/>
            <col width="200"/>
            <col width="0"/>
            <col width="200"/>
            <thead>
              <tr valign="top">
                <td colspan="4">Vaccine sequence</td>
                <td colspan="2">VE<sup>a</sup> at 2 months after the last dose (95% CI)</td>
                <td colspan="2">VE at 7 months after the last dose (95% CI)</td>
                <td colspan="2"><italic>P</italic> value of the vaccine sequence-time interaction</td>
                <td>Months since the last dose to VE=50%</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="11">
                  <bold>2-dose vaccination</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td colspan="10">
                  <bold>VE against severe COVID-19</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV<sup>b</sup> + AZ<sup>c</sup></td>
                <td colspan="2">55.7 (53.6-57.7)</td>
                <td colspan="2">47.8 (45.7-49.8)</td>
                <td colspan="2">&#60;.001</td>
                <td colspan="2">5.7</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>AZ + PZ<sup>d</sup></td>
                <td colspan="2">54.8 (5.3-58.8)</td>
                <td colspan="2">43.6 (39.2-47.7)</td>
                <td colspan="2">.01</td>
                <td colspan="2">4.3</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td colspan="10">
                  <bold>VE against fatal COVID-19</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV + AZ</td>
                <td colspan="2">47.4 (44.1-5.5)</td>
                <td colspan="2">45.8 (42.9-48.6)</td>
                <td colspan="2">.36</td>
                <td colspan="2">Omitted<sup>e</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>AZ + PZ</td>
                <td colspan="2">54.0 (48.0-59.3)</td>
                <td colspan="2">5.9 (45.9-55.4)</td>
                <td colspan="2">.58</td>
                <td colspan="2">Omitted<sup>e</sup></td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>3-dose vaccination</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td colspan="10">
                  <bold>VE against severe COVID-19</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV-SV-AZ</td>
                <td colspan="2">81.2 (78.6-83.5)</td>
                <td colspan="2">82.3 (8.3-84.0)</td>
                <td colspan="2">.55</td>
                <td colspan="2">Omitted<sup>f</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV-AZ-AZ</td>
                <td colspan="2">76.2 (72.3-79.5)</td>
                <td colspan="2">66.0 (61.9-69.6)</td>
                <td colspan="2">.11</td>
                <td colspan="2">Omitted<sup>f</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV-AZ-PZ</td>
                <td colspan="2">76.0 (73.3-78.4)</td>
                <td colspan="2">58.5 (55.0-61.8)</td>
                <td colspan="2">&#60;.001</td>
                <td colspan="2">8.7</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SP<sup>g</sup>-SP-PZ</td>
                <td colspan="2">79.8 (76.2-82.9)</td>
                <td colspan="2">68.2 (63.9-71.9)</td>
                <td colspan="2">.02</td>
                <td colspan="2">11.9</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>AZ-AZ-PZ</td>
                <td colspan="2">86.5 (85.3-87.7)</td>
                <td colspan="2">71.6 (69.6-73.6)</td>
                <td colspan="2">&#60;.001</td>
                <td colspan="2">1.8</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>AZ-AZ-MN<sup>h</sup></td>
                <td colspan="2">88.8 (86.5-9.8)</td>
                <td colspan="2">72.4 (68.3-75.9)</td>
                <td colspan="2">&#60;.001</td>
                <td colspan="2">1.3</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td colspan="10">
                  <bold>VE against fatal COVID-19</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV-SV-AZ</td>
                <td colspan="2">86.2 (82.8-89.0)</td>
                <td colspan="2">86.3 (83.6-88.6)</td>
                <td colspan="2">.98</td>
                <td colspan="2">Omitted<sup>f</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV-AZ-AZ</td>
                <td colspan="2">72.0 (66.3-76.6)</td>
                <td colspan="2">61.1 (55.4-66.2)</td>
                <td colspan="2">.22</td>
                <td colspan="2">Omitted<sup>f</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SV-AZ-PZ</td>
                <td colspan="2">77.9 (74.6-8.8)</td>
                <td colspan="2">6.3 (55.8-64.4)</td>
                <td colspan="2">.002</td>
                <td colspan="2">9.0</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>SP-SP-PZ</td>
                <td colspan="2">76.5 (7.8-81.1)</td>
                <td colspan="2">73.2 (68.5-77.3)</td>
                <td colspan="2">.64</td>
                <td colspan="2">Omitted<sup>f</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>AZ-AZ-PZ</td>
                <td colspan="2">88.8 (87.3-9.1)</td>
                <td colspan="2">79.7 (77.7-81.6)</td>
                <td colspan="2">&#60;.001</td>
                <td colspan="2">14.6</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>AZ-AZ-MN</td>
                <td colspan="2">92.4 (89.8-94.3)</td>
                <td colspan="2">87.3 (84.2-89.7)</td>
                <td colspan="2">.18</td>
                <td colspan="2">Omitted<sup>e</sup></td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><sup>a</sup>VE: vaccine effectiveness at a particular month estimated by the vaccine sequence-time interaction formula using the β coefficients adjusted for sex, age group, living province, and month of vaccination.</p>
            </fn>
            <fn id="table3fn2">
              <p><sup>b</sup>SV: Sinovac (CoronaVac).</p>
            </fn>
            <fn id="table3fn3">
              <p><sup>c</sup>AZ: AstraZeneca (ChAdOx1).</p>
            </fn>
            <fn id="table3fn4">
              <p><sup>d</sup>PZ: Pfizer/BioNTech (BNT162b2).</p>
            </fn>
            <fn id="table3fn5">
              <p><sup>e</sup>T<sub>VE=50%</sub> was omitted because the initial vaccine effectiveness was not significantly greater than 50% protective effectiveness.</p>
            </fn>
            <fn id="table3fn6">
              <p><sup>f</sup>T<sub>VE=50%</sub> was omitted due to no evidence of vaccine effectiveness waning within 1 year.</p>
            </fn>
            <fn id="table3fn7">
              <p><sup>g</sup>SP: Sinopharm (BBIBP-CorV).</p>
            </fn>
            <fn id="table3fn8">
              <p><sup>h</sup>MN: Moderna (mRNA-1273).</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Subgroup Analysis</title>
        <p>Figures S3-S18 of <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> display the decline in VE over time, stratified by age group, and <xref ref-type="table" rid="table2">Table 2</xref> provides a comprehensive summary of these figures. This table presents the effectiveness of the 2- and 3-dose COVID-19 vaccine sequences stratified by age group in relation to severe COVID-19 cases and COVID-19-related fatalities. The initial VE was compared with the VE 7 months after administration of the last dose. These findings indicate that VE is generally lower in people aged &#62;80 years. The VE of distinct vaccine sequences varied based on the age group and outcome; however, the <italic>P</italic> values suggest that these differences were not statistically significant. The SV-SV-AZ regimen provided at least 6 months of durable VE against both severe and fatal COVID-19 in all age groups, including in those aged over 80 years (Figures S7-S8 of <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). Neither of the dose regimens included in our analysis (SV-AZ and AZ-PZ) provided protective efficacy (&#62;50% VE). Conversely, the VE of each 3-dose sequence increased (&#62;50%) and subsequently waned over time, with a significant <italic>P</italic> value for the interaction term. Those older (age 61-80 years and &#62;80 years) experienced reduction in VE to below 50% against severe or fatal COVID-19 within 7 months of the last dose, except for the SV-SV-AZ sequence.</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>In Thailand, as in many other LMICs, most people receive heterologous vaccine regimens for primary series and booster doses. The main 2-dose regimens delivered in Thailand (SV-AZ and AZ-PZ) exhibited suboptimal protection against severe COVID-19, with VE decreasing to &#60;50% after 5-7 months, as confirmed by the Mantel-Haenszel method and logistic regression. Furthermore, the initial effectiveness of these vaccines against COVID-19-related mortality was &#60;50%. In contrast, the 3-dose regimen provided superior initial protection against both severe and fatal COVID-19, with the VE remaining &#62;50% for at least 8 months, as determined by logistic regression with durability time-interaction modeling. However, among individuals aged ≥80 years, all vaccine combinations conferred a comparatively lower level of protection with shorter durability relative to other age groups. For the 2-dose regimen in Thailand, sequential administration of the SV-AZ vaccine was initially favored even after the availability of AZ-AZ because of a shorter recommended interdose interval based on research examining humoral immune responses [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref38">38</xref>]. Nevertheless, a subsequent test-negative case-control study suggested that SV-AZ was ineffective against severe COVID-19 (VE&#60;50%) within 3 months of administering the final dose [<xref ref-type="bibr" rid="ref17">17</xref>], which is consistent with our findings. Regarding the 3-dose regimens, other studies from Thailand similarly found heterologous vaccines to have a high VE, although they included a different set of regimens in their analysis [<xref ref-type="bibr" rid="ref18">18</xref>].</p>
        <p>In light of a heterologous 3-dose vaccination strategy that provides a minimum of 8 months of sustained VE against severe and fatal COVID-19 cases, the need for annual immunization has become a topic of ongoing debate [<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref40">40</xref>], particularly given the financial burden of regular COVID-19 vaccination campaigns. Information from this study can potentially help governments identify appropriate target groups and vaccination frequencies for future COVID-19 booster vaccination policies. The durability of immunity acquired through vaccination is known to be nonuniform across different age groups due to immunosenescence [<xref ref-type="bibr" rid="ref41">41</xref>]. Consequently, older individuals may not develop the same level of immunity against COVID-19 as younger adults, rendering vaccines less effective in preventing severe and fatal COVID-19 [<xref ref-type="bibr" rid="ref42">42</xref>-<xref ref-type="bibr" rid="ref45">45</xref>]. Our data show that VE for individuals aged &#62;80 years waned after 6 months. Only the SV-SV-AZ regimen exceptionally provided more than 50% effectiveness against both severe and fatal COVID-19 over 6 months. Therefore, individuals aged &#62;80 years receiving other regimens might need a booster dose approximately every 6 months during the pandemic era.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>This study has a few limitations that are primarily related to the use of national registry data. We were unable to identify information on unmeasured confounders such as occupations, comorbidities, and SARS-CoV-2 variants. In Thailand, health care workers were prioritized at the start of the campaign, and as it would be expected that health care workers might have different risks of developing severe COVID-19, this may have led to overestimates or underestimates of VE of the SV-AZ regimen in our study [<xref ref-type="bibr" rid="ref46">46</xref>]. Similarly, we could not control for the comorbidities that increase the risk of developing severe COVID-19, such as diabetes and immunocompromising conditions. Individuals with these comorbidities had priority for receiving vaccination [<xref ref-type="bibr" rid="ref46">46</xref>]. Lack of control for comorbidities may have led to an underestimation of the VE of all vaccines.</p>
        <p>Additionally, we were unable to control for the variants of concern, which is important because there was a switch from Delta to Omicron during the study period. However, partitioning the analysis into windows for the months when Alpha and Delta variants were dominant was not possible owing to an inadequate number of cases in the vaccinated population. Most of the Thai population only received their first dose of vaccine after the Delta variant surged. Booster doses were administered mainly in 2022 during the Omicron variant–dominant period. Therefore, in this study, the evaluation of VE applies mainly to protection against the Delta variant.</p>
        <p>Another limitation of the registry data is that it was not possible to verify whether all the individuals in the cohort were truly uninfected. Therefore, it is likely that there were many individuals with hybrid immunity and undetected natural infections in the cohort. Furthermore, this study did not account for reinfection, which might lead to a survival bias, particularly in older populations, as the remaining population is likely to be healthier [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref48">48</xref>]. Finally, we were unable to continue our analysis beyond July 2022 when the CO-WARD registry database ended. We also did not track individuals after any evidence of SARS-CoV-2 infection; thus, we do not have data on reinfection. The lack of reinfection data means that this study does not provide information on the protective effect of natural SARS-CoV-2 infection against subsequent infections. Given the transmissibility of the Omicron variant, which frequently causes breakthrough infections in vaccinated individuals but is less virulent [<xref ref-type="bibr" rid="ref49">49</xref>], it is possible that by 2024, natural immunity acquired from natural infection with the Omicron variant will protect most people from reinfection. Therefore, another study is needed to clarify whether an additional booster dose is needed for individuals younger than 80 years.</p>
      </sec>
      <sec>
        <title>Conclusion</title>
        <p>Our findings show evidence of a significant waning of vaccine protection in Thailand, particularly for the main heterologous 2-dose regimens (SV-AZ and AZ-PZ). Overall, all 3-dose regimens demonstrated higher VE than 2-dose regimens and maintained durability of VE against severe and fatal COVID-19, with over 50% effectiveness for at least 8 months. Only the SV-SV-AZ regimen consistently showed effectiveness across all age groups. Individuals older than 80 years who received other regimens should receive a booster dose at 6 months after their last dose. Within a 7-month follow-up period, the heterologous prime-boost vaccination strategies, which involve a primary series of an inactivated virus vaccine and a booster with either a viral vector or mRNA vaccine, is proven to prevent severe and fatal COVID-19 in situations of vaccine shortages. This approach is particularly pertinent in scenarios, wherein viral vector and mRNA vaccines are not readily available during the early stages of a pandemic. However, estimates of VE over a year are needed for vaccine regimens delivered in Thailand to inform future vaccination policies. The ongoing emergence of SARS-CoV-2 variants and the resulting herd immunity warrant the continuation of vaccine development and monitoring of VE.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Supplementary data.</p>
        <media xlink:href="publichealth_v10i1e48255_app1.docx" xlink:title="DOCX File , 4289 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">aOR</term>
          <def>
            <p>adjusted odds ratio</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">ATK</term>
          <def>
            <p>antigen test kit</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">AZ</term>
          <def>
            <p>AstraZeneca (ChAdOx1 nCoV-19)</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">LMIC</term>
          <def>
            <p>low- and middle-income country</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">MN</term>
          <def>
            <p>Moderna (mRNA-1273)</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">MoPH</term>
          <def>
            <p>Ministry of Public Health</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">mRNA</term>
          <def>
            <p>messenger ribonucleic acid</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb8">PZ</term>
          <def>
            <p>Pfizer/BioNTech (BNT162b2)</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb9">RT-PCR</term>
          <def>
            <p>reverse transcription polymerase chain reaction</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb10">SP</term>
          <def>
            <p>Sinopharm (BBIBP-CorV)</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb11">SV</term>
          <def>
            <p>Sinovac (CoronaVac)</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb12">VE</term>
          <def>
            <p>vaccine effectiveness</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>The researchers would like to sincerely thank the Ministry of Public Health and the Bureau of Registration Administration, Department of Provincial Administration, Ministry of Interior for providing us with a large valuable data set. This study was partially supported by the Thailand Science Research and Innovation through the 2024 fundamental fund to the Health Intervention and Technology Assessment Program, Ministry of Public Health.</p>
    </ack>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>The aggregated data and R codes are shared by GitHub in [<xref ref-type="bibr" rid="ref50">50</xref>]. To accommodate readers who are not familiar with R coding, we have also provided an Excel file that summarizes the results for each time period in [<xref ref-type="bibr" rid="ref51">51</xref>].</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="con">
        <p>PK, NC, ST, and AC accessed the underlying data. PK, NC, and AC scrutinized the foundational data and took responsibility for the integrity of the data and accuracy of the data analysis. PK, YT, and VC were responsible for deciding to submit this manuscript. PK and VC conceived and designed this study. PK, NC, and AC curated the data. PK and VC designed the methods and conducted formal analyses. PK, SB, CP, YT, and VC wrote the original draft. SB, CP, NS, BL, ST, NC, AC, and YT reviewed and edited the manuscript. CP and NS were the project administrators and managed the resources. VC supervised this study. All the authors have read and approved the final manuscript.</p>
      </fn>
      <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>Orenstein</surname>
              <given-names>WA</given-names>
            </name>
            <name name-style="western">
              <surname>Bernier</surname>
              <given-names>RH</given-names>
            </name>
            <name name-style="western">
              <surname>Dondero</surname>
              <given-names>TJ</given-names>
            </name>
            <name name-style="western">
              <surname>Hinman</surname>
              <given-names>AR</given-names>
            </name>
            <name name-style="western">
              <surname>Marks</surname>
              <given-names>JS</given-names>
            </name>
            <name name-style="western">
              <surname>Bart</surname>
              <given-names>KJ</given-names>
            </name>
            <name name-style="western">
              <surname>Sirotkin</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Field evaluation of vaccine efficacy</article-title>
          <source>Bull World Health Organ</source>
          <year>1985</year>
          <volume>63</volume>
          <issue>6</issue>
          <fpage>1055</fpage>
          <lpage>68</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/3879673"/>
          </comment>
          <pub-id pub-id-type="medline">3879673</pub-id>
          <pub-id pub-id-type="pmcid">PMC2536484</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>Sobczak</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Pawliczak</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>COVID-19 vaccination efficacy in numbers including SARS-CoV-2 variants and age comparison: a meta-analysis of randomized clinical trials</article-title>
          <source>Ann Clin Microbiol Antimicrob</source>
          <year>2022</year>
          <month>07</month>
          <day>03</day>
          <volume>21</volume>
          <issue>1</issue>
          <fpage>32</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://ann-clinmicrob.biomedcentral.com/articles/10.1186/s12941-022-00525-3"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12941-022-00525-3</pub-id>
          <pub-id pub-id-type="medline">35786399</pub-id>
          <pub-id pub-id-type="pii">10.1186/s12941-022-00525-3</pub-id>
          <pub-id pub-id-type="pmcid">PMC9250750</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>Costa Clemens</surname>
              <given-names>SA</given-names>
            </name>
            <name name-style="western">
              <surname>Weckx</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Clemens</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Almeida Mendes</surname>
              <given-names>AV</given-names>
            </name>
            <name name-style="western">
              <surname>Ramos Souza</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Silveira</surname>
              <given-names>MBV</given-names>
            </name>
            <name name-style="western">
              <surname>da Guarda</surname>
              <given-names>SNF</given-names>
            </name>
            <name name-style="western">
              <surname>de Nobrega</surname>
              <given-names>MM</given-names>
            </name>
            <name name-style="western">
              <surname>de Moraes Pinto</surname>
              <given-names>MI</given-names>
            </name>
            <name name-style="western">
              <surname>Gonzalez</surname>
              <given-names>IGS</given-names>
            </name>
            <name name-style="western">
              <surname>Salvador</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Franco</surname>
              <given-names>MM</given-names>
            </name>
            <name name-style="western">
              <surname>de Avila Mendonça</surname>
              <given-names>Renata Navis</given-names>
            </name>
            <name name-style="western">
              <surname>Queiroz Oliveira</surname>
              <given-names>IS</given-names>
            </name>
            <name name-style="western">
              <surname>de Freitas Souza</surname>
              <given-names>BS</given-names>
            </name>
            <name name-style="western">
              <surname>Fraga</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Aley</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Bibi</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Cantrell</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Dejnirattisai</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Mongkolsapaya</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Supasa</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Screaton</surname>
              <given-names>GR</given-names>
            </name>
            <name name-style="western">
              <surname>Lambe</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Voysey</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Pollard</surname>
              <given-names>AJ</given-names>
            </name>
            <collab>RHH-001 study team</collab>
          </person-group>
          <article-title>Heterologous versus homologous COVID-19 booster vaccination in previous recipients of two doses of CoronaVac COVID-19 vaccine in Brazil (RHH-001): a phase 4, non-inferiority, single blind, randomised study</article-title>
          <source>Lancet</source>
          <year>2022</year>
          <month>02</month>
          <day>05</day>
          <volume>399</volume>
          <issue>10324</issue>
          <fpage>521</fpage>
          <lpage>529</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S0140-6736(22)00094-0"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/S0140-6736(22)00094-0</pub-id>
          <pub-id pub-id-type="medline">35074136</pub-id>
          <pub-id pub-id-type="pii">S0140-6736(22)00094-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC8782575</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>Jara</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Undurraga</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>Zubizarreta</surname>
              <given-names>JR</given-names>
            </name>
            <name name-style="western">
              <surname>González</surname>
              <given-names>Cecilia</given-names>
            </name>
            <name name-style="western">
              <surname>Pizarro</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Acevedo</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Leo</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Paredes</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Bralic</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Vergara</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Mosso</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Leon</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Parot</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Leighton</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Suárez</surname>
              <given-names>Pamela</given-names>
            </name>
            <name name-style="western">
              <surname>Rios</surname>
              <given-names>JC</given-names>
            </name>
            <name name-style="western">
              <surname>García-Escorza</surname>
              <given-names>Heriberto</given-names>
            </name>
            <name name-style="western">
              <surname>Araos</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness of homologous and heterologous booster doses for an inactivated SARS-CoV-2 vaccine: a large-scale prospective cohort study</article-title>
          <source>Lancet Glob Health</source>
          <year>2022</year>
          <month>06</month>
          <volume>10</volume>
          <issue>6</issue>
          <fpage>e798</fpage>
          <lpage>e806</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S2214-109X(22)00112-7"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/S2214-109X(22)00112-7</pub-id>
          <pub-id pub-id-type="medline">35472300</pub-id>
          <pub-id pub-id-type="pii">S2214-109X(22)00112-7</pub-id>
          <pub-id pub-id-type="pmcid">PMC9034854</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>Wanlapakorn</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Suntronwong</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Phowatthanasathian</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Yorsaeng</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Vichaiwattana</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Thongmee</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Auphimai</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Srimuan</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Thatsanatorn</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Assawakosri</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Kanokudom</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Poovorawan</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Safety and immunogenicity of heterologous and homologous inactivated and adenoviral-vectored COVID-19 vaccine regimens in healthy adults: a prospective cohort study</article-title>
          <source>Hum Vaccin Immunother</source>
          <year>2022</year>
          <month>12</month>
          <day>31</day>
          <volume>18</volume>
          <issue>1</issue>
          <fpage>2029111</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35209809"/>
          </comment>
          <pub-id pub-id-type="doi">10.1080/21645515.2022.2029111</pub-id>
          <pub-id pub-id-type="medline">35209809</pub-id>
          <pub-id pub-id-type="pmcid">PMC8993087</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Keskin</surname>
              <given-names>AU</given-names>
            </name>
            <name name-style="western">
              <surname>Bolukcu</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Ciragil</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Topkaya</surname>
              <given-names>AE</given-names>
            </name>
          </person-group>
          <article-title>SARS-CoV-2 specific antibody responses after third CoronaVac or BNT162b2 vaccine following two-dose CoronaVac vaccine regimen</article-title>
          <source>J Med Virol</source>
          <year>2022</year>
          <month>01</month>
          <volume>94</volume>
          <issue>1</issue>
          <fpage>39</fpage>
          <lpage>41</lpage>
          <pub-id pub-id-type="doi">10.1002/jmv.27350</pub-id>
          <pub-id pub-id-type="medline">34536028</pub-id>
        </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>Intawong</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Chariyalertsak</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Chalom</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Wonghirundecha</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Kowatcharakul</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Thongprachum</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Chotirosniramit</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Teacharak</surname>
              <given-names>W</given-names>
            </name>
            <collab>Pimpinan Khammawan</collab>
            <name name-style="western">
              <surname>Waneesorn</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Iamsirithaworn</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness of heterologous third and fourth dose COVID-19 vaccine schedules for SARS-CoV-2 infection during delta and omicron predominance in Thailand: a test-negative, case-control study</article-title>
          <source>Lancet Reg Health Southeast Asia</source>
          <year>2023</year>
          <month>03</month>
          <volume>10</volume>
          <fpage>100121</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S2772-3682(22)00138-X"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.lansea.2022.100121</pub-id>
          <pub-id pub-id-type="medline">36465090</pub-id>
          <pub-id pub-id-type="pii">S2772-3682(22)00138-X</pub-id>
          <pub-id pub-id-type="pmcid">PMC9705195</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>Ferdinands</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Rao</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Dixon</surname>
              <given-names>BE</given-names>
            </name>
            <name name-style="western">
              <surname>Mitchell</surname>
              <given-names>PK</given-names>
            </name>
            <name name-style="western">
              <surname>DeSilva</surname>
              <given-names>MB</given-names>
            </name>
            <name name-style="western">
              <surname>Irving</surname>
              <given-names>SA</given-names>
            </name>
            <name name-style="western">
              <surname>Lewis</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Natarajan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Stenehjem</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Grannis</surname>
              <given-names>SJ</given-names>
            </name>
            <name name-style="western">
              <surname>Han</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>McEvoy</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Ong</surname>
              <given-names>TC</given-names>
            </name>
            <name name-style="western">
              <surname>Naleway</surname>
              <given-names>AL</given-names>
            </name>
            <name name-style="western">
              <surname>Reese</surname>
              <given-names>SE</given-names>
            </name>
            <name name-style="western">
              <surname>Embi</surname>
              <given-names>PJ</given-names>
            </name>
            <name name-style="western">
              <surname>Dascomb</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Klein</surname>
              <given-names>NP</given-names>
            </name>
            <name name-style="western">
              <surname>Griggs</surname>
              <given-names>EP</given-names>
            </name>
            <name name-style="western">
              <surname>Konatham</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Kharbanda</surname>
              <given-names>AB</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Fadel</surname>
              <given-names>WF</given-names>
            </name>
            <name name-style="western">
              <surname>Grisel</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Goddard</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Patel</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Liao</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Birch</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Valvi</surname>
              <given-names>NR</given-names>
            </name>
            <name name-style="western">
              <surname>Reynolds</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Arndorfer</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Zerbo</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Dickerson</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Murthy</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Williams</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Bozio</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Blanton</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Verani</surname>
              <given-names>JR</given-names>
            </name>
            <name name-style="western">
              <surname>Schrag</surname>
              <given-names>SJ</given-names>
            </name>
            <name name-style="western">
              <surname>Dalton</surname>
              <given-names>AF</given-names>
            </name>
            <name name-style="western">
              <surname>Wondimu</surname>
              <given-names>MH</given-names>
            </name>
            <name name-style="western">
              <surname>Link-Gelles</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Azziz-Baumgartner</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Barron</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Gaglani</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Thompson</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Fireman</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Waning 2-dose and 3-dose effectiveness of mRNA vaccines against COVID-19-associated emergency department and urgent care encounters and hospitalizations among adults during periods of Delta and Omicron variant predominance - VISION network, 10 states, August 2021-January 2022</article-title>
          <source>MMWR Morb Mortal Wkly Rep</source>
          <year>2022</year>
          <month>02</month>
          <day>18</day>
          <volume>71</volume>
          <issue>7</issue>
          <fpage>255</fpage>
          <lpage>263</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://doi.org/10.15585/mmwr.mm7107e2"/>
          </comment>
          <pub-id pub-id-type="doi">10.15585/mmwr.mm7107e2</pub-id>
          <pub-id pub-id-type="medline">35176007</pub-id>
          <pub-id pub-id-type="pmcid">PMC8853475</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ferdinands</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Rao</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Dixon</surname>
              <given-names>BE</given-names>
            </name>
            <name name-style="western">
              <surname>Mitchell</surname>
              <given-names>PK</given-names>
            </name>
            <name name-style="western">
              <surname>DeSilva</surname>
              <given-names>MB</given-names>
            </name>
            <name name-style="western">
              <surname>Irving</surname>
              <given-names>SA</given-names>
            </name>
            <name name-style="western">
              <surname>Lewis</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Natarajan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Stenehjem</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Grannis</surname>
              <given-names>SJ</given-names>
            </name>
            <name name-style="western">
              <surname>Han</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>McEvoy</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Ong</surname>
              <given-names>TC</given-names>
            </name>
            <name name-style="western">
              <surname>Naleway</surname>
              <given-names>AL</given-names>
            </name>
            <name name-style="western">
              <surname>Reese</surname>
              <given-names>SE</given-names>
            </name>
            <name name-style="western">
              <surname>Embi</surname>
              <given-names>PJ</given-names>
            </name>
            <name name-style="western">
              <surname>Dascomb</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Klein</surname>
              <given-names>NP</given-names>
            </name>
            <name name-style="western">
              <surname>Griggs</surname>
              <given-names>EP</given-names>
            </name>
            <name name-style="western">
              <surname>Liao</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Fadel</surname>
              <given-names>WF</given-names>
            </name>
            <name name-style="western">
              <surname>Grisel</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Goddard</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Patel</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Murthy</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Birch</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Valvi</surname>
              <given-names>NR</given-names>
            </name>
            <name name-style="western">
              <surname>Arndorfer</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Zerbo</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Dickerson</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Raiyani</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Williams</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Bozio</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Blanton</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Link-Gelles</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Barron</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Gaglani</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Thompson</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Fireman</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Waning of vaccine effectiveness against moderate and severe covid-19 among adults in the US from the VISION network: test negative, case-control study</article-title>
          <source>BMJ</source>
          <year>2022</year>
          <month>10</month>
          <day>03</day>
          <volume>379</volume>
          <fpage>e072141</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.bmj.com/lookup/pmidlookup?view=long&#38;pmid=36191948"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmj-2022-072141</pub-id>
          <pub-id pub-id-type="medline">36191948</pub-id>
          <pub-id pub-id-type="pmcid">PMC9527398</pub-id>
        </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>Tartof</surname>
              <given-names>SY</given-names>
            </name>
            <name name-style="western">
              <surname>Slezak</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Puzniak</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Hong</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Frankland</surname>
              <given-names>TB</given-names>
            </name>
            <name name-style="western">
              <surname>Ackerson</surname>
              <given-names>BK</given-names>
            </name>
            <name name-style="western">
              <surname>Takhar</surname>
              <given-names>HS</given-names>
            </name>
            <name name-style="western">
              <surname>Ogun</surname>
              <given-names>OA</given-names>
            </name>
            <name name-style="western">
              <surname>Simmons</surname>
              <given-names>SR</given-names>
            </name>
            <name name-style="western">
              <surname>Zamparo</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Gray</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Valluri</surname>
              <given-names>SR</given-names>
            </name>
            <name name-style="western">
              <surname>Pan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Jodar</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>McLaughlin</surname>
              <given-names>JM</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness of a third dose of BNT162b2 mRNA COVID-19 vaccine in a large US health system: A retrospective cohort study</article-title>
          <source>Lancet Reg Health Am</source>
          <year>2022</year>
          <month>05</month>
          <volume>9</volume>
          <fpage>100198</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S2667-193X(22)00015-1"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.lana.2022.100198</pub-id>
          <pub-id pub-id-type="medline">35187521</pub-id>
          <pub-id pub-id-type="pii">S2667-193X(22)00015-1</pub-id>
          <pub-id pub-id-type="pmcid">PMC8841530</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ridgway</surname>
              <given-names>JP</given-names>
            </name>
            <name name-style="western">
              <surname>Tideman</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>French</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Wright</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Parsons</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Diaz</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Robicsek</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Odds of hospitalization for COVID-19 after 3 vs 2 doses of mRNA COVID-19 vaccine by time since booster dose</article-title>
          <source>JAMA</source>
          <year>2022</year>
          <month>10</month>
          <day>18</day>
          <volume>328</volume>
          <issue>15</issue>
          <fpage>1559</fpage>
          <lpage>1561</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/36149677"/>
          </comment>
          <pub-id pub-id-type="doi">10.1001/jama.2022.17811</pub-id>
          <pub-id pub-id-type="medline">36149677</pub-id>
          <pub-id pub-id-type="pii">2796847</pub-id>
          <pub-id pub-id-type="pmcid">PMC9508676</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Tan</surname>
              <given-names>CS</given-names>
            </name>
            <name name-style="western">
              <surname>Collier</surname>
              <given-names>AY</given-names>
            </name>
            <name name-style="western">
              <surname>Yu</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chandrashekar</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>McMahan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Jacob-Dolan</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>He</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Roy</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Hauser</surname>
              <given-names>BM</given-names>
            </name>
            <name name-style="western">
              <surname>Munt</surname>
              <given-names>JE</given-names>
            </name>
            <name name-style="western">
              <surname>Mallory</surname>
              <given-names>ML</given-names>
            </name>
            <name name-style="western">
              <surname>Mattocks</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Powers</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Meganck</surname>
              <given-names>RM</given-names>
            </name>
            <name name-style="western">
              <surname>Rowe</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Hemond</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Bondzie</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>Jaegle</surname>
              <given-names>KH</given-names>
            </name>
            <name name-style="western">
              <surname>Baric</surname>
              <given-names>RS</given-names>
            </name>
            <name name-style="western">
              <surname>Schmidt</surname>
              <given-names>AG</given-names>
            </name>
            <name name-style="western">
              <surname>Alter</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Le Gars</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Sadoff</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Barouch</surname>
              <given-names>DH</given-names>
            </name>
          </person-group>
          <article-title>Durability of heterologous and homologous COVID-19 vaccine boosts</article-title>
          <source>JAMA Netw Open</source>
          <year>2022</year>
          <month>08</month>
          <day>01</day>
          <volume>5</volume>
          <issue>8</issue>
          <fpage>e2226335</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35947380"/>
          </comment>
          <pub-id pub-id-type="doi">10.1001/jamanetworkopen.2022.26335</pub-id>
          <pub-id pub-id-type="medline">35947380</pub-id>
          <pub-id pub-id-type="pii">2794985</pub-id>
          <pub-id pub-id-type="pmcid">PMC9366542</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Feikin</surname>
              <given-names>DR</given-names>
            </name>
            <name name-style="western">
              <surname>Higdon</surname>
              <given-names>MM</given-names>
            </name>
            <name name-style="western">
              <surname>Abu-Raddad</surname>
              <given-names>LJ</given-names>
            </name>
            <name name-style="western">
              <surname>Andrews</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Araos</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Goldberg</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Groome</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Huppert</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>O'Brien</surname>
              <given-names>KL</given-names>
            </name>
            <name name-style="western">
              <surname>Smith</surname>
              <given-names>PG</given-names>
            </name>
            <name name-style="western">
              <surname>Wilder-Smith</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Zeger</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Deloria Knoll</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Patel</surname>
              <given-names>MK</given-names>
            </name>
          </person-group>
          <article-title>Duration of effectiveness of vaccines against SARS-CoV-2 infection and COVID-19 disease: results of a systematic review and meta-regression</article-title>
          <source>Lancet</source>
          <year>2022</year>
          <month>03</month>
          <day>05</day>
          <volume>399</volume>
          <issue>10328</issue>
          <fpage>924</fpage>
          <lpage>944</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S0140-6736(22)00152-0"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/S0140-6736(22)00152-0</pub-id>
          <pub-id pub-id-type="medline">35202601</pub-id>
          <pub-id pub-id-type="pii">S0140-6736(22)00152-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC8863502</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Au</surname>
              <given-names>WY</given-names>
            </name>
            <name name-style="western">
              <surname>Cheung</surname>
              <given-names>PP</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness of heterologous and homologous covid-19 vaccine regimens: living systematic review with network meta-analysis</article-title>
          <source>BMJ</source>
          <year>2022</year>
          <month>05</month>
          <day>31</day>
          <volume>377</volume>
          <fpage>e069989</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.bmj.com/lookup/pmidlookup?view=long&#38;pmid=35640925"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmj-2022-069989</pub-id>
          <pub-id pub-id-type="medline">35640925</pub-id>
          <pub-id pub-id-type="pmcid">PMC9724446</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chuenkitmongkol</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Solante</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Burhan</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Chariyalertsak</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Chiu</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Do-Van</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Husin</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Hwang</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Kiertiburanakul</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Kulkarni</surname>
              <given-names>PS</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Lobo</surname>
              <given-names>RC</given-names>
            </name>
            <name name-style="western">
              <surname>Nghia</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Ong-Lim</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Sivasampu</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Suah</surname>
              <given-names>JL</given-names>
            </name>
            <name name-style="western">
              <surname>Tok</surname>
              <given-names>PSK</given-names>
            </name>
            <name name-style="western">
              <surname>Thwaites</surname>
              <given-names>G</given-names>
            </name>
            <collab>SEA Vaccine Effectiveness Expert Working Group</collab>
          </person-group>
          <article-title>Expert review on global real-world vaccine effectiveness against SARS-CoV-2</article-title>
          <source>Expert Rev Vaccines</source>
          <year>2022</year>
          <month>09</month>
          <volume>21</volume>
          <issue>9</issue>
          <fpage>1255</fpage>
          <lpage>1268</lpage>
          <pub-id pub-id-type="doi">10.1080/14760584.2022.2092472</pub-id>
          <pub-id pub-id-type="medline">35748494</pub-id>
        </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>Teerawattananon</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Botwright</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Hakan Ozturk</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Planning for future COVID-19 vaccine procurement</article-title>
          <source>Bull World Health Organ</source>
          <year>2022</year>
          <month>09</month>
          <day>01</day>
          <volume>100</volume>
          <issue>9</issue>
          <fpage>526</fpage>
          <lpage>526A</lpage>
          <pub-id pub-id-type="doi">10.2471/blt.22.288729</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>Suphanchaimat</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Nittayasoot</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Jiraphongsa</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Thammawijaya</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Bumrungwong</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Tulyathan</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Cheewaruangroj</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Pittayawonganon</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Tharmaphornpilas</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Real-world effectiveness of mix-and-match vaccine regimens against SARS-CoV-2 Delta variant in Thailand: a nationwide test-negative matched case-control study</article-title>
          <source>Vaccines (Basel)</source>
          <year>2022</year>
          <month>07</month>
          <day>05</day>
          <volume>10</volume>
          <issue>7</issue>
          <fpage>1080</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=vaccines10071080"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/vaccines10071080</pub-id>
          <pub-id pub-id-type="medline">35891245</pub-id>
          <pub-id pub-id-type="pii">vaccines10071080</pub-id>
          <pub-id pub-id-type="pmcid">PMC9315782</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref18">
        <label>18</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Nittayasoot</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Suphanchaimat</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Thammawijaya</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Jiraphongsa</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Siraprapasiri</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Ploddi</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Pittayawonganon</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Mahasirimongkol</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Tharmaphornpilas</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Real-world effectiveness of COVID-19 vaccines against severe outcomes during the period of Omicron predominance in Thailand: a test-negative nationwide case-control study</article-title>
          <source>Vaccines (Basel)</source>
          <year>2022</year>
          <month>12</month>
          <day>12</day>
          <volume>10</volume>
          <issue>12</issue>
          <fpage>2123</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=vaccines10122123"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/vaccines10122123</pub-id>
          <pub-id pub-id-type="medline">36560533</pub-id>
          <pub-id pub-id-type="pii">vaccines10122123</pub-id>
          <pub-id pub-id-type="pmcid">PMC9785674</pub-id>
        </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>Breslow</surname>
              <given-names>NE</given-names>
            </name>
          </person-group>
          <article-title>Case-control studies</article-title>
          <source>Handbook of Epidemiology</source>
          <year>2005</year>
          <publisher-loc>Berlin, Heidelberg</publisher-loc>
          <publisher-name>Springer</publisher-name>
          <fpage>287</fpage>
          <lpage>319</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>Pannarunothai</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Kijsanayotin</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Mills</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Thai civil registration and vital statistics and unique identification number systems for universal health coverage</article-title>
          <source>Health, Nutrition, and Population Discussion Papers</source>
          <year>2019</year>
          <month>10</month>
          <day>22</day>
          <fpage>1</fpage>
          <lpage>3</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://elibrary.worldbank.org/doi/abs/10.1596/32545"/>
          </comment>
          <pub-id pub-id-type="doi">10.1596/32545</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>Rattanavipapong</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Poonsiri</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Isaranuwatchai</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Iamsirithaworn</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Apakupakul</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Sonthichai</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Kitphati</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Teerawattananon</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Economic evaluation of Evusheld for preexposure prevention of COVID-19 in high-risk populations: early evidence from Thailand</article-title>
          <source>Appl Health Econ Health Policy</source>
          <year>2023</year>
          <month>05</month>
          <volume>21</volume>
          <issue>3</issue>
          <fpage>511</fpage>
          <lpage>522</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/36928779"/>
          </comment>
          <pub-id pub-id-type="doi">10.1007/s40258-023-00796-7</pub-id>
          <pub-id pub-id-type="medline">36928779</pub-id>
          <pub-id pub-id-type="pii">10.1007/s40258-023-00796-7</pub-id>
          <pub-id pub-id-type="pmcid">PMC10019402</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Barría</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Introductory chapter: the contribution of cohort studies to health sciences</article-title>
          <source>Cohort Studies in Health Sciences</source>
          <year>2018</year>
          <publisher-loc>Chile</publisher-loc>
          <publisher-name>Intechopen</publisher-name>
        </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>Hyams</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Challen</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Marlow</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Nguyen</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Begier</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Southern</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>King</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Morley</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Kinney</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Clout</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Oliver</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Gray</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Ellsbury</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Maskell</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Jodar</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Gessner</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>McLaughlin</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Danon</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Finn</surname>
              <given-names>A</given-names>
            </name>
            <collab>AvonCAP Research Group</collab>
          </person-group>
          <article-title>Severity of Omicron (B.1.1.529) and Delta (B.1.617.2) SARS-CoV-2 infection among hospitalised adults: A prospective cohort study in Bristol, United Kingdom</article-title>
          <source>Lancet Reg Health Eur</source>
          <year>2023</year>
          <month>02</month>
          <volume>25</volume>
          <fpage>100556</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S2666-7762(22)00252-6"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.lanepe.2022.100556</pub-id>
          <pub-id pub-id-type="medline">36530491</pub-id>
          <pub-id pub-id-type="pii">S2666-7762(22)00252-6</pub-id>
          <pub-id pub-id-type="pmcid">PMC9742675</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref24">
        <label>24</label>
        <nlm-citation citation-type="web">
          <article-title>Thailand UHC in action: universal access to comprehensive COVID-19 services by Thai and Non-Thai population</article-title>
          <source>News, National Health Security Office, Thailand</source>
          <year>2022</year>
          <month>01</month>
          <day>03</day>
          <access-date>2023-02-05</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.nhso.go.th/news/3659">https://www.nhso.go.th/news/3659</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <nlm-citation citation-type="web">
          <article-title>Clinical practice guidelines for COVID-19, Thailand</article-title>
          <source>Department of Medical Service, Ministry of Public Health</source>
          <access-date>2022-09-24</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://covid19.dms.go.th/Content/Select_Landding_page?contentId=175">https://covid19.dms.go.th/Content/Select_Landding_page?contentId=175</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Agsornwong</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Morasert</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Limsommut</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Nitikaroon</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Akaraborworn</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Srisompong</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Clinical characteristics and factors associated with mortality of patients with COVID-19 at Bussarakham Field Hospital: Thailand</article-title>
          <source>Journal of Health Science and Medical Research</source>
          <year>2023</year>
          <month>08</month>
          <day>11</day>
          <volume>42</volume>
          <issue>1</issue>
          <fpage>975</fpage>
          <pub-id pub-id-type="doi">10.31584/jhsmr.2023975</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <nlm-citation citation-type="web">
          <article-title>Patient under investigation for COVID-19</article-title>
          <source>Department of Disease Control, Ministry of Public Health</source>
          <access-date>2022-08-29</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://ddc.moph.go.th/viralpneumonia/file/g_srrt/g_srrt_221264.pdf">https://ddc.moph.go.th/viralpneumonia/file/g_srrt/g_srrt_221264.pdf</ext-link>
          </comment>
        </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>Chansaenroj</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Suntronwong</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Kanokudom</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Assawakosri</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Yorsaeng</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Vichaiwattana</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Klinfueng</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Wongsrisang</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Srimuan</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Thatsanatorn</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Thongmee</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Auphimai</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Nilyanimit</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Wanlapakorn</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Sudhinaraset</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Poovorawan</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Immunogenicity following two doses of the BBIBP-CorV vaccine and a third booster dose with a viral vector and mRNA COVID-19 vaccines against Delta and Omicron variants in prime immunized adults with two doses of the BBIBP-CorV vaccine</article-title>
          <source>Vaccines (Basel)</source>
          <year>2022</year>
          <month>07</month>
          <day>03</day>
          <volume>10</volume>
          <issue>7</issue>
          <fpage>1071</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=vaccines10071071"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/vaccines10071071</pub-id>
          <pub-id pub-id-type="medline">35891235</pub-id>
          <pub-id pub-id-type="pii">vaccines10071071</pub-id>
          <pub-id pub-id-type="pmcid">PMC9317843</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref29">
        <label>29</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rothman</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <source>Epidemiology: An Introduction</source>
          <year>2002</year>
          <publisher-loc>Oxford</publisher-loc>
          <publisher-name>Oxford University Press</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref30">
        <label>30</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Nauta</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <source>Statistics in Clinical and Observational Vaccine Studies</source>
          <year>2020</year>
          <publisher-loc>Cham</publisher-loc>
          <publisher-name>Springer</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref31">
        <label>31</label>
        <nlm-citation citation-type="web">
          <article-title>Evaluation of COVID-19 vaccine effectiveness</article-title>
          <source>World Health Organization</source>
          <access-date>2023-03-31</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.who.int/publications-detail-redirect/WHO-2019-nCoV-vaccine_effectiveness-measurement-2021.1">https://www.who.int/publications-detail-redirect/WHO-2019-nCoV-vaccine_effectiveness-measurement-2021.1</ext-link>
          </comment>
        </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>Wright</surname>
              <given-names>BJ</given-names>
            </name>
            <name name-style="western">
              <surname>Tideman</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Diaz</surname>
              <given-names>GA</given-names>
            </name>
            <name name-style="western">
              <surname>French</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Parsons</surname>
              <given-names>GT</given-names>
            </name>
            <name name-style="western">
              <surname>Robicsek</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Comparative vaccine effectiveness against severe COVID-19 over time in US hospital administrative data: a case-control study</article-title>
          <source>Lancet Respir Med</source>
          <year>2022</year>
          <month>06</month>
          <volume>10</volume>
          <issue>6</issue>
          <fpage>557</fpage>
          <lpage>565</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35227415"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/S2213-2600(22)00042-X</pub-id>
          <pub-id pub-id-type="medline">35227415</pub-id>
          <pub-id pub-id-type="pii">S2213-2600(22)00042-X</pub-id>
          <pub-id pub-id-type="pmcid">PMC8881000</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref33">
        <label>33</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rothman</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Lash</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Greenland</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <source>Modern Epidemiology. Third edition</source>
          <year>2012</year>
          <publisher-loc>Philadelphia</publisher-loc>
          <publisher-name>LWW</publisher-name>
          <fpage>978</fpage>
        </nlm-citation>
      </ref>
      <ref id="ref34">
        <label>34</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>James</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Witten</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Hastie</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Tibshirani</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <source>An Introduction to Statistical Learning: with Applications in R</source>
          <year>2013</year>
          <publisher-loc>New York</publisher-loc>
          <publisher-name>Springer</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref35">
        <label>35</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chongsuvivatwong</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>epiDisplay: epidemiological data display package</article-title>
          <source>CRAN</source>
          <access-date>2022-11-29</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://CRAN.R-project.org/package=epiDisplay">https://CRAN.R-project.org/package=epiDisplay</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref36">
        <label>36</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Fox</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Weisberg</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Price</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Adler</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Bates</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Baud-Bovy</surname>
              <given-names>G</given-names>
            </name>
          </person-group>
          <article-title>car: Companion to Applied Regression</article-title>
          <source>CRAN</source>
          <access-date>2023-03-31</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://CRAN.R-project.org/package=car">https://CRAN.R-project.org/package=car</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref37">
        <label>37</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Wickham</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>tidyverse: easily install and load the Tidyverse</article-title>
          <source>CRAN</source>
          <access-date>2022-11-29</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://CRAN.R-project.org/package=tidyverse">https://CRAN.R-project.org/package=tidyverse</ext-link>
          </comment>
        </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>Benjamanukul</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Traiyan</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Yorsaeng</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Vichaiwattana</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Sudhinaraset</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Wanlapakorn</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Poovorawan</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Safety and immunogenicity of inactivated COVID-19 vaccine in health care workers</article-title>
          <source>J Med Virol</source>
          <year>2022</year>
          <month>04</month>
          <volume>94</volume>
          <issue>4</issue>
          <fpage>1442</fpage>
          <lpage>1449</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/34783049"/>
          </comment>
          <pub-id pub-id-type="doi">10.1002/jmv.27458</pub-id>
          <pub-id pub-id-type="medline">34783049</pub-id>
          <pub-id pub-id-type="pmcid">PMC8661929</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>Kozlov</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Should COVID vaccines be given yearly? Proposal divides US scientists</article-title>
          <source>Nature. Online ahead of print</source>
          <year>2023</year>
          <month>01</month>
          <day>27</day>
          <pub-id pub-id-type="doi">10.1038/d41586-023-00234-7</pub-id>
          <pub-id pub-id-type="medline">36707704</pub-id>
          <pub-id pub-id-type="pii">10.1038/d41586-023-00234-7</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>Rubin</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Questions remain about what SARS-CoV-2 variants should go into the annual COVID-19 vaccines proposed by the FDA</article-title>
          <source>JAMA</source>
          <year>2023</year>
          <month>03</month>
          <day>07</day>
          <volume>329</volume>
          <issue>9</issue>
          <fpage>697</fpage>
          <lpage>700</lpage>
          <pub-id pub-id-type="doi">10.1001/jama.2022.22285</pub-id>
          <pub-id pub-id-type="medline">36790775</pub-id>
          <pub-id pub-id-type="pii">2801718</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>Crooke</surname>
              <given-names>SN</given-names>
            </name>
            <name name-style="western">
              <surname>Ovsyannikova</surname>
              <given-names>IG</given-names>
            </name>
            <name name-style="western">
              <surname>Poland</surname>
              <given-names>GA</given-names>
            </name>
            <name name-style="western">
              <surname>Kennedy</surname>
              <given-names>RB</given-names>
            </name>
          </person-group>
          <article-title>Immunosenescence and human vaccine immune responses</article-title>
          <source>Immun Ageing</source>
          <year>2019</year>
          <volume>16</volume>
          <fpage>25</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://immunityageing.biomedcentral.com/articles/10.1186/s12979-019-0164-9"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12979-019-0164-9</pub-id>
          <pub-id pub-id-type="medline">31528180</pub-id>
          <pub-id pub-id-type="pii">164</pub-id>
          <pub-id pub-id-type="pmcid">PMC6743147</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>Müller</surname>
              <given-names>Lisa</given-names>
            </name>
            <name name-style="western">
              <surname>Andrée</surname>
              <given-names>Marcel</given-names>
            </name>
            <name name-style="western">
              <surname>Moskorz</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Drexler</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Walotka</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Grothmann</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Ptok</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Hillebrandt</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Ritchie</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Rabl</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ostermann</surname>
              <given-names>PN</given-names>
            </name>
            <name name-style="western">
              <surname>Robitzsch</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Hauka</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Walker</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Menne</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Grutza</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Timm</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Adams</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Schaal</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Age-dependent immune response to the BioNTech/Pfizer BNT162b2 coronavirus disease 2019 vaccination</article-title>
          <source>Clin Infect Dis</source>
          <year>2021</year>
          <month>12</month>
          <day>06</day>
          <volume>73</volume>
          <issue>11</issue>
          <fpage>2065</fpage>
          <lpage>2072</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/33906236"/>
          </comment>
          <pub-id pub-id-type="doi">10.1093/cid/ciab381</pub-id>
          <pub-id pub-id-type="medline">33906236</pub-id>
          <pub-id pub-id-type="pii">6255965</pub-id>
          <pub-id pub-id-type="pmcid">PMC8135422</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>Collier</surname>
              <given-names>DA</given-names>
            </name>
            <name name-style="western">
              <surname>Ferreira</surname>
              <given-names>IATM</given-names>
            </name>
            <name name-style="western">
              <surname>Kotagiri</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Datir</surname>
              <given-names>RP</given-names>
            </name>
            <name name-style="western">
              <surname>Lim</surname>
              <given-names>EY</given-names>
            </name>
            <name name-style="western">
              <surname>Touizer</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Meng</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Abdullahi</surname>
              <given-names>A</given-names>
            </name>
            <collab>CITIID-NIHR BioResource COVID-19 Collaboration</collab>
            <name name-style="western">
              <surname>Elmer</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Kingston</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Graves</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Le Gresley</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Caputo</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Bergamaschi</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Smith</surname>
              <given-names>KGC</given-names>
            </name>
            <name name-style="western">
              <surname>Bradley</surname>
              <given-names>JR</given-names>
            </name>
            <name name-style="western">
              <surname>Ceron-Gutierrez</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Cortes-Acevedo</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Barcenas-Morales</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Linterman</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>McCoy</surname>
              <given-names>LE</given-names>
            </name>
            <name name-style="western">
              <surname>Davis</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Thomson</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Lyons</surname>
              <given-names>PA</given-names>
            </name>
            <name name-style="western">
              <surname>McKinney</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Doffinger</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Wills</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Gupta</surname>
              <given-names>RK</given-names>
            </name>
          </person-group>
          <article-title>Age-related immune response heterogeneity to SARS-CoV-2 vaccine BNT162b2</article-title>
          <source>Nature</source>
          <year>2021</year>
          <month>08</month>
          <volume>596</volume>
          <issue>7872</issue>
          <fpage>417</fpage>
          <lpage>422</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/34192737"/>
          </comment>
          <pub-id pub-id-type="doi">10.1038/s41586-021-03739-1</pub-id>
          <pub-id pub-id-type="medline">34192737</pub-id>
          <pub-id pub-id-type="pii">10.1038/s41586-021-03739-1</pub-id>
          <pub-id pub-id-type="pmcid">PMC8373615</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>Bajaj</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Gadi</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Spihlman</surname>
              <given-names>AP</given-names>
            </name>
            <name name-style="western">
              <surname>Wu</surname>
              <given-names>SC</given-names>
            </name>
            <name name-style="western">
              <surname>Choi</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Moulton</surname>
              <given-names>VR</given-names>
            </name>
          </person-group>
          <article-title>Aging, immunity, and COVID-19: how age influences the host immune response to coronavirus infections?</article-title>
          <source>Front Physiol</source>
          <year>2020</year>
          <volume>11</volume>
          <fpage>571416</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/33510644"/>
          </comment>
          <pub-id pub-id-type="doi">10.3389/fphys.2020.571416</pub-id>
          <pub-id pub-id-type="medline">33510644</pub-id>
          <pub-id pub-id-type="pmcid">PMC7835928</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>Ciabattini</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Nardini</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Santoro</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Garagnani</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Franceschi</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Medaglini</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Vaccination in the elderly: The challenge of immune changes with aging</article-title>
          <source>Semin Immunol</source>
          <year>2018</year>
          <month>12</month>
          <volume>40</volume>
          <fpage>83</fpage>
          <lpage>94</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S1044-5323(18)30067-8"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.smim.2018.10.010</pub-id>
          <pub-id pub-id-type="medline">30501873</pub-id>
          <pub-id pub-id-type="pii">S1044-5323(18)30067-8</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref46">
        <label>46</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Department</surname>
              <given-names>ODC</given-names>
            </name>
            <name name-style="western">
              <surname>Ministry</surname>
              <given-names>OPH</given-names>
            </name>
            <collab>Thailand</collab>
          </person-group>
          <article-title>Guideline for COVID-19 vaccination, Thailand</article-title>
          <source>2021</source>
          <access-date>2022-09-24</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://tmc.or.th/covid19/download/pdf/covid-19-public-Vaccine-040664.pdf">https://tmc.or.th/covid19/download/pdf/covid-19-public-Vaccine-040664.pdf</ext-link>
          </comment>
        </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>Medić</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Anastassopoulou</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Lozanov-Crvenković</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Vuković</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Dragnić</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Petrović</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Ristić</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Pustahija</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Gojković</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Tsakris</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Ioannidis</surname>
              <given-names>JP</given-names>
            </name>
          </person-group>
          <article-title>Risk and severity of SARS-CoV-2 reinfections during 2020-2022 in Vojvodina, Serbia: A population-level observational study</article-title>
          <source>Lancet Reg Health Eur</source>
          <year>2022</year>
          <month>09</month>
          <volume>20</volume>
          <fpage>100453</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S2666-7762(22)00147-8"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.lanepe.2022.100453</pub-id>
          <pub-id pub-id-type="medline">35791336</pub-id>
          <pub-id pub-id-type="pii">S2666-7762(22)00147-8</pub-id>
          <pub-id pub-id-type="pmcid">PMC9246704</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref48">
        <label>48</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Deng</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Ma</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>Q</given-names>
            </name>
            <name name-style="western">
              <surname>Du</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Severity and outcomes of SARS-CoV-2 reinfection compared with primary infection: a systematic review and meta-analysis</article-title>
          <source>Int J Environ Res Public Health</source>
          <year>2023</year>
          <month>02</month>
          <day>14</day>
          <volume>20</volume>
          <issue>4</issue>
          <fpage>3335</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=ijerph20043335"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/ijerph20043335</pub-id>
          <pub-id pub-id-type="medline">36834029</pub-id>
          <pub-id pub-id-type="pii">ijerph20043335</pub-id>
          <pub-id pub-id-type="pmcid">PMC9961977</pub-id>
        </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>Bálint</surname>
              <given-names>Gábor</given-names>
            </name>
            <name name-style="western">
              <surname>Vörös-Horváth</surname>
              <given-names>Barbara</given-names>
            </name>
            <name name-style="western">
              <surname>Széchenyi</surname>
              <given-names>Aleksandar</given-names>
            </name>
          </person-group>
          <article-title>Omicron: increased transmissibility and decreased pathogenicity</article-title>
          <source>Signal Transduct Target Ther</source>
          <year>2022</year>
          <month>05</month>
          <day>07</day>
          <volume>7</volume>
          <issue>1</issue>
          <fpage>151</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://doi.org/10.1038/s41392-022-01009-8"/>
          </comment>
          <pub-id pub-id-type="doi">10.1038/s41392-022-01009-8</pub-id>
          <pub-id pub-id-type="medline">35525870</pub-id>
          <pub-id pub-id-type="pii">10.1038/s41392-022-01009-8</pub-id>
          <pub-id pub-id-type="pmcid">PMC9077027</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref50">
        <label>50</label>
        <nlm-citation citation-type="web">
          <article-title>ponlagrit/monitor_COVID_VE_TH</article-title>
          <source>GitHub</source>
          <access-date>2024-02-21</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://github.com/ponlagrit/monitor_COVID_VE_TH">https://github.com/ponlagrit/monitor_COVID_VE_TH</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref51">
        <label>51</label>
        <nlm-citation citation-type="web">
          <article-title>ponlagrit/monitor_COVID_VE_TH/blob/main/VE_Time_Strata.xlsx</article-title>
          <source>GitHub</source>
          <access-date>2024-02-20</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://github.com/ponlagrit/monitor_COVID_VE_TH/blob/main/VE_Time_Strata.xlsx">https://github.com/ponlagrit/monitor_COVID_VE_TH/blob/main/VE_Time_Strata.xlsx</ext-link>
          </comment>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
