Depression

Explainable Counterfactual Reasoning in Depression Medication Selection at Multi-Levels (Personalized and Population)

This paper presents explainable counterfactual reasoning for depression medication selection at personalized and population levels.

Xinyu Qin, Mark H. Chignell, Alexandria Greifenberger, Sachinthya Lokuge, Elssa Toumeh, Tia Sternat, Martin Katzman, Lu Wang

Paper published in BMC Medical Informatics and Decision Making

Explainable Counterfactual Reasoning in Depression Medication Selection at Multi-Levels (Personalized and Population) was published online on March 4, 2026.

Mar 4, 2026 Online

Estimating Treatment Effects for Depression in Longitudinal Therapy Switching Settings

This manuscript estimates treatment effects for depression under longitudinal therapy switching settings.

Xinyu Qin, Martin Katzman, Alexandria Greifenberger, Elssa Toumeh, Sachinthya Lokuge, Tia Sternat, Ruiheng Yu, Lu Wang