Screening for Depression in Mobile Devices Using Patient Health Questionnaire-9 (PHQ-9) Data: A Diagnostic Meta-Analysis via Machine Learning Methods.

Published in: Neuropsychiatric disease and treatment (2021)

Through various machine learning algorithm techniques, it was possible to confirm that PHQ-9 depression screening in mobiles is an effective diagnostic tool when integrated into a diagnostic meta-analysis.

Keyphrases

machine learning
systematic review
meta analyses
big data
depressive symptoms
public health
mental health
sleep quality
electronic health record
case report
randomized controlled trial
health information
cross sectional
climate change
psychometric properties