3 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.CY2026
Can Physician Expertise Improve Machine Learning Identification of Delirium?
Xinyu Qin, Vicky Ye, Ruiheng Yu +1
Delirium is common in hospitalized patients and is often missed in routine care. We present a user-centered interactive machine learning (UC-iML) framework for delirium detection s…
cs.AI2026
Treatment Response Optimized Clinical Decision Support AI System via Digital Twin Simulation
Xinyu Qin, Anil K. Sood, Ruiheng Yu +3
Clinical decision support AI systems (CDSASs) must adapt to evolving patient conditions in real-time while adhering to strict safety constraints. We present an online adaptive fram…