no code implementations • 17 May 2024 • Janick Weberpals, Pamela A. Shaw, Kueiyu Joshua Lin, Richard Wyss, Joseph M Plasek, Li Zhou, Kerry Ngan, Thomas DeRamus, Sudha R. Raman, Bradley G. Hammill, Hana Lee, Sengwee Toh, John G. Connolly, Kimberly J. Dandreo, Fang Tian, Wei Liu, Jie Li, José J. Hernández-Muñoz, Sebastian Schneeweiss, Rishi J. Desai
HDMI approaches may decrease bias in studies with partially observed confounders where missingness depends on unobserved factors.
no code implementations • 30 Jun 2017 • Cheng Ju, Richard Wyss, Jessica M. Franklin, Sebastian Schneeweiss, Jenny Häggström, Mark J. Van Der Laan
Collaborative minimum loss-based estimation (C-TMLE) is a novel methodology for causal inference that takes into account information on the causal parameter of interest when selecting a PS model.
no code implementations • 7 Mar 2017 • Cheng Ju, Mary Combs, Samuel D Lendle, Jessica M. Franklin, Richard Wyss, Sebastian Schneeweiss, Mark J. Van Der Laan
In this study, we applied and evaluated the performance of the SL in its ability to predict treatment assignment using three electronic healthcare databases.