3 papers
stat.ME2025
Weight a Minute: Understanding Variability in PATE Estimates Across Target Populations
William Stewart, Carly L. Brantner, Elizabeth A. Stuart +1
Clinical study populations often differ meaningfully from the broader populations to which results are intended to generalize. Weighting methods such as inverse probability of samp…
cs.CL2025
Large Language Models for Full-Text Methods Assessment: A Case Study on Mediation Analysis
Wenqing Zhang, Trang Nguyen, Elizabeth A. Stuart +1
Systematic reviews are crucial for synthesizing scientific evidence but remain labor-intensive, especially when extracting detailed methodological information. Large language model…
stat.AP2025
Precision Mental Health: Predicting Heterogeneous Treatment Effects for Depression through Data Integration
Carly L. Brantner, Trang Quynh Nguyen, Harsh Parikh +3
When treating depression, clinicians are interested in determining the optimal treatment for a given patient, which is challenging given the amount of treatments available. To adva…