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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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The data in Table 1 are presented as mean (SD) and P-values were calculated with a t test.
JMIR Mhealth Uhealth 2025;13:e57413
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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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Studies have repeatedly noted that delay and deficiency in diagnosis disproportionately impacts individuals from historically minoritized racial and ethnic groups as well as those from socioeconomically disadvantaged backgrounds [3-12]; for example, a recent nationally representative study found that a higher proportion of non-Hispanic Black and Hispanic individuals had a missed or delayed clinical dementia diagnosis compared to non-Hispanic White individuals (46% and 54% vs 41%; P
Experts recommend robust,
JMIR Res Protoc 2025;14:e60471
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The Pearson correlation coefficient between psychological distress and suicidal ideation was the highest at r=0.46 (P
The profiles of measures and the correlations between measures.
a CSS-12: Cyberchondria Severity Scale-12 items.
b SIDAS: Suicidal Ideation Attributes Scale.
c K10: Kessler Psychological Distress Scale-10 items.
d P
Table 3 displays the results of the multivariate linear regression analysis.
J Med Internet Res 2025;27:e72414
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