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See full results in Tables S3 and S4 in Multimedia Appendix 1.
Multivariable models across pain flare definitions. The figure shows the results of multivariable models across all definitions. Both mean (green) and i SD (orange) were included in the analysis for each of the 12 exposures. *P
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JMIR Mhealth Uhealth 2025;13:e64889
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Let’s see what happens,” were very common in this topic.
Our results also suggested that scripted introductions to the Ao URP (Topic 7) were also more likely to occur in the not enrolled group. There is an overlap between this topic and Topic 24. Both include high-scoring scripted utterances like, “Hi yes like I said this is [Name].
JMIR Form Res 2025;9:e65320
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One CE expressed that they liked this option as it allows users to learn from different approaches and see how choices affect later actions. Other CEs voiced that the multiple-choice questions could break the VR immersion.
CEs also discussed the importance and need of a program that promotes the translation of skills and strategies learned in the session to daily life. One suggestion to promote translation was to design tasks reminiscent of those CEs encountered in their daily life.
JMIR Ment Health 2025;12:e69359
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Exploratory analyses were conducted as a bottom-up approach where all potential passive sensing features were included in the same model to see which features emerged as most predictive.
The pursuit of these 3 aims combined to allow us to examine the utility of predicting depressive symptoms within a sample of college students using the Light GBM method, contributing to the knowledge base regarding ML and depression detection.
JMIR Form Res 2025;9:e67964
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Beyond Benchmarks: Evaluating Generalist Medical Artificial Intelligence With Psychometrics
J Med Internet Res 2025;27:e70901
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