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An evidence-guided reinforcement learning method to improve psychiatric reasoning in small language models
ClinMPO improved performance across two complementary schemes covering ICD-11 diagnostic categories and psychiatric practice competencies and Blinded assessment by three clinicians showed improved rationale quality across CPTS criteria.
Multimodal AI for predicting comorbid REM sleep behavior disorder in major depressive disorder.
Out-of-distribution evaluation showed broadly similar patterns, supporting the promise of multimodal AI for predicting RBD in MDD and identifying interpretable potential digital markers of prodromal synucleinopathy.
Gut Microbiome in Depression with and without REM Sleep Behavior Disorder.
Gut microbiome provides a candidate approach for potential risk stratification in psychiatric populations, and MDD + RBD may represent a biologically distinct depression subtype associated with potential neurodegenerative risk.