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Consumer-Grade Neurofeedback With Mindfulness Meditation: Meta-Analysis
For between-participant designs, we primarily calculated Becker’s del for effect sizes, which is the Cohen d for the mb NF group minus the Cohen d for the control group [93]. This provides a simple measure of the degree of differential change between the groups. In cases of incomplete reporting, we converted t tests or partial eta-squared to Cohen d. All effect sizes were converted using Hedges g correction, as many sample sizes were small.
J Med Internet Res 2025;27:e68204
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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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approximately 4 months after randomization for zone 2 and intermittent fasting and approximately one year for blood or plasma.
b BP: blood/plasma arm.
c Questionnaires include diet, depression or mood, physical activity, occupational characteristics, and lifestyle.
d Intervention adherence questionnaires are evaluated weekly for IF and Z2, and monthly for blood or plasma.
e N/A: not applicable.
f All: all arms.
g Z2: Zone 2 physical activity.
h HRV: heart rate variability.
i HR: heart rate.
j REM: rapid eye movement.
k CES-D:
JMIR Res Protoc 2025;14:e67120
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