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The Role of AI in Nursing Education and Practice: Umbrella Review
Social barriers, including resistance to change among health care professionals and unequal access to AI technologies, risk widening existing gaps in health care delivery and outcomes [9,10]. Furthermore, the current nursing education system may not be adequately preparing future nurses to navigate the complexities of AI-integrated environments, necessitating curriculum reform and the development of AI literacy programs [11,12].
J Med Internet Res 2025;27:e69881
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For example, one of the items was “Even if I encounter resistance, I continue to work on technical problems.” The internal consistency, determined by Cronbach α, was rated as good with a value of 0.8.
To measure the need for cognition, we used a short 6-item scale developed by Lins de Holanda Coelho et al [64]. Items such as “I would prefer complex to simple problems” were rated on a 5-point scale, ranging from extremely uncharacteristic of me to extremely characteristic of me.
J Med Internet Res 2025;27:e58660
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I can go out and walk and do aerobic stuff, but it’s the resistance work that I would be interested in.
Three participants described concerns over incorrect form, potentially leading to injury. Older adults discuss a lack of confidence, fear of injury, and desire for more supervision when exercising.
I think as we get older, certainly doing it the proper way even becomes more important than when you were young.
JMIR Aging 2025;8:e66473
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Similarly, the lack of significant improvements in physical function may be due to the nature of wearable activity tracker–based interventions, which primarily encourage general movement rather than structured resistance or balance training. Physical function in older adults is often influenced by muscle strength, coordination, and neuromuscular control, which may not be adequately addressed through physical activity time or step count increases.
J Med Internet Res 2025;27:e59507
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Poor adherence to ART can lead to poor outcomes for the patient, the emergence of drug-resistant HIV strains [12], and increased rates of HIV transmission [13]. Suboptimal levels of ART adherence, along with low levels of engagement in the HIV care continuum, have also been attributed to the progression of HIV disease and premature deaths among people with HIV [14]. Therefore, there is an urgent need to develop and evaluate interventions that enhance adherence to ART.
JMIR Form Res 2025;9:e67997
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Thus, simply continuing their professional obligations became an act of resistance [16]. Similarly, we put forth that health communicators who remained “active” online demonstrated significant professional resilience, compared to those who censored or otherwise minimized their online presence. Several communicators in our study noted their commitment to sharing important health information broadly with publics was one reason for this resilience.
JMIR Infodemiology 2025;5:e68483
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For instance, a lack of digital fluency can lead to underuse, as users may find the tools intimidating or prone to errors, thereby reinforcing resistance to change. On the other hand, positive early experiences can reduce apprehension and encourage users to integrate the tools more deeply into their workflows.
J Med Internet Res 2025;27:e70789
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The ophthalmic artery (OA), central retinal artery (CRA), short posterior ciliary artery (SPCA), peak systolic velocity (PSV), end diastolic velocity (EDV), and resistance index (RI) will be determined using CDFI at baseline and 4 weeks thereafter.
JMIR Res Protoc 2025;14:e67737
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