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We used it to generate features for each individual day, and we calculated the average across all days for each individual participant.
Our last set of text features was generated using the Bidirectional Encoder Representations from Transformers (BERT) language model [49]. We used a model that was pretrained for sentiment analysis using Twitter data [50], as we expected Twitter data to use similar language as other social media and messaging platforms.
Online J Public Health Inform 2025;17:e68013
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Buchan et al [18] reported no significant differences between the two device placements for wear time and MVPA; however, they monitored the behavioral outcomes during waking hours for only 1 day. Park et al [20] also compared the two device placements during waking hours in a single-day, free-living setting and found that the dominant wrist tended to yield higher step counts compared with the nondominant wrist.
JMIR Mhealth Uhealth 2025;13:e63033
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Development of a Sham Smartphone App for Opioid Use Disorder: Acceptability and Suitability Study
In 2018, the FDA approved re SET-O, an 84-day prescription digital therapeutic, to improve retention in outpatient treatment for OUD [15]. re SET-O received FDA approval after the completion of a randomized trial that used treatment as usual for the control condition. In doing so, the efficacy demonstrated by re SET-O may be attributable to having access to an app rather than the intervention provided within re SET-O itself.
JMIR Form Res 2025;9:e71105
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Guidelines for Rapport-Building in Telehealth Videoconferencing: Interprofessional e-Delphi Study
JMIR Med Educ 2025;11:e76260
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So, that’s why I like; she comes in and texts and if, if we scheduled an appointment and that’s not good day, she’s very flexible. So, uh, I kinda like how everything is going with, with the coach that I have.
Some participants lamented limited interactions with their health coach, wishing that they had more time to get to know them. For example, one participant said, “I kinda wish I had the, more time to talk to her more, so we could kinda get like a better understanding of each other” (P67).
JMIR Hum Factors 2025;12:e73719
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Gen AI technologies have demonstrated capacity to pass medical board examinations [12] and make accurate diagnoses [13], and they are already transforming day-to-day clinical practice. Thoughtful application of Gen AI tools has the potential to improve many deficiencies of health care delivery for both patients and PCPs. However, the “when” and “how” of applying Gen AI to respond to primary care messages is still in its formative period, with a high price of investment and uncertain impact.
JMIR Form Res 2025;9:e71966
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