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The Application of AI to Ecological Momentary Assessment Data in Suicide Research: Systematic Review
to the suicide ideation survey
EMA data: AUC (mean cross-validation) 0.84, SE 0.02
Sensor data: AUC (mean cross-validation) 0.56, SE 0.02
Model set 1: effects of others’ perceived warmth on SIj
No significant fixed effect at the within-person level (c=0.187, CI –0.017 to 0.404); significant fixed effect at the between-person level (βSI.W=–0.184, CI –0.357 to 0.000)
AUC (mean cross-validation) 0.74, 95% CI 0.68 to 0.78
AUC=0.847
Sensitivity=0.646
Specificity=0.855
PPV=0.145
NPV=0.985
Model with attention and L=
J Med Internet Res 2025;27:e63192
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Evaluating User Experience and Satisfaction in a Concussion Rehabilitation App: Usability Study
JMIR Form Res 2025;9:e67275
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Similarly, Akinci et al [33] reported that in a small cohort (n=164), prepregnancy obesity, greater gestational weight gain, and a fasting glucose level (>5.5 mmol/L) on the 75-g OGTT predicted the development of metabolic syndrome in postpartum women with moderate to high discrimination.
There are very few studies that use maternal characteristics to predict both maternal and fetal/neonatal pregnancy outcomes, even though they are inextricably linked.
JMIR Res Protoc 2025;14:e72542
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