2 papers
stat.AP2026
Estimating Treatment Effects for Depression in Longitudinal Therapy Switching Settings
Xinyu Qin, Martin Katzman, Alexandria Greifenberger +5
Depression treatment often requires switching medications due to inadequate response or adverse effects. Estimating individualized treatment effects in this setting is challenging…
cs.AI2025
Explainable Counterfactual Reasoning in Depression Medication Selection at Multi-Levels (Personalized and Population)
Xinyu Qin, Mark H. Chignell, Alexandria Greifenberger +5
Background: This study investigates how variations in Major Depressive Disorder (MDD) symptoms, quantified by the Hamilton Rating Scale for Depression (HAM-D), causally influence t…