Review
Open access
Aug 2026
Interpretable machine learning for depression symptom classification in NHANES: Performance in a curated high-confidence corpus and the full survey population
Interpretable machine learning identified reproducible depressive-symptom patterns in NHANES, largely driven by sleep variables, however, modest precision and poor calibration preclude stand-alone clinical use without external validation and recalibration.
O. Salimi, Zahra Ghahramani, Mahsa Taghavi Zenouz et al.
· IBRO Neuroscience Reports · 0 citations