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There was no significant effect of the study phase or incentives on any of the self-reported drinking outcomes, for the average number of days per week in the last month involving alcohol consumption (F2, 232=0.294, P=.75, η2=.003), typical weekend evening drink consumption in the last month (F2, 165=0.662, P=.52, η2=.008), the maximum number of drinks consumed in the last month (F2, 175=0.005, P=.99, η2=.00), or protective behavioral strategies (F2, 232=1.469, P=.23, η2=.013).
JMIR Hum Factors 2025;12:e69873
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The p-values of the AUROC scores are presented in Multimedia Appendix 1. As P
Data cleaning and cohort selection with descriptive analysis were conducted using Stata version 16.1 (Stata Corp). We used Python version 3.8.10, along with the Monai framework version 1.2.0 (NVIDIA) and Pytorch version 2.0.0 (Facebook) to develop the deep learning models. Additionally, the AUROC score and its 95% CI were calculated using Fast De Long implementation from VMAF (Video Multimethod Assessment Fusion; Netflix) [43].
JMIR AI 2025;4:e67144
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We performed all analyses using STATA (v.17.1, Stata Corp LP), with statistical significance set at a P value below 5%.
Participant characteristics (N=380) stratified by recruitment method, social media (n=107), and nonsocial media (n=273) are presented in Table 1. Participants recruited through social media had a mean age of 47.27 (SD 1.02) years, whereas those in the nonsocial media group had a mean age of 47.38 (SD 0.73) years (P=.93).
JMIR Form Res 2025;9:e58916
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We observed stability in BMI across days (r>0.95; P
The Eating Disorder Examination (EDE) 17.0 D [83] was selected due to previous evidence of good discriminant validity [84-87], IRR (0.83 to 0.99) [88,89], and good internal consistency of the restraint and body image subscales (Cronbach α>0.70) [90].
JMIR Res Protoc 2025;14:e66554
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Compared to baseline, average PG-SGA malnutrition scores saw a decrease of 6 points (P=.01), with a corresponding reduction in patients with high malnutrition risk (P=.03; Table 4). Functional Assessment of Cancer Therapy—General scores increased by an average of 20.5 points (P=.002), and Functional Assessment of Anorexia/Cachexia Treatment—Anorexia/Cachexia Scale scores increased by an average of 7.4 points (P=.03), indicating an improvement in participants’ health-related quality of life.
JMIR Cancer 2025;11:e67108
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Statistical significance was defined as P
Of the 3684 participants screened for eligibility, 633 participants were excluded (346 declined participation and 287 did not meet eligibility criteria; Figure 2). The program started with 3051 participants, of which 2367 participants completed it, translating into a completion rate of 77.6%.
Study flowchart.
JMIR Mhealth Uhealth 2025;13:e68242
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