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The Application of AI to Ecological Momentary Assessment Data in Suicide Research: Systematic Review

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=

Ruth Melia, Katherine Musacchio Schafer, Megan L Rogers, Emma Wilson-Lemoine, Thomas Ellis Joiner

J Med Internet Res 2025;27:e63192