The Performance of Wearable Device–Based Artificial Intelligence in Detecting Depression: Systematic Review and Meta-Analysis

Puntos clave

• To evaluate the accuracy and predictive capabilities of AI models based on wearable devices for detecting depression.
• Conducted a systematic review and meta-analysis
• Analyzed data from retrospective and public datasets
• Assessed accuracy and predictive utility of AI models
• AI models demonstrated high accuracy in detecting depression
• Moderate effectiveness in predicting depressive episodes
• Limitations included data heterogeneity and lack of standardized methods