Birth month affects lifetime disease risk: a phenome-wide method. - Mary Regina Boland; Zach Shahn; David Madigan; George Hripcsak; Nicholas P. Tatonetti (J. Am. Medical Informatics Assoc., 2015)

Predicting health outcomes from high-dimensional longitudinal health histories using relational random forests. - Zach Shahn; Patrick B. Ryan; David Madigan (Stat. Anal. Data Min., 2015)

Estimating Causal Multi-Drug-Drug Interaction for Adverse Drug Reactions. - Sanjoy Dey; Ping Zhang 016; Mohamed F. Ghalwash; Zach Shahn; Daby Sow (AMIA, 2018)

Predicting and Understanding Unexpected Respiratory Decompensation in Critical Care Using Sparse and Heterogeneous Clinical Data. - Oliver Ren; Alistair E. W. Johnson; Eric P. Lehman; Matthieu Komorowski; Jerome Aboab; Fengyi Tang; Zach Shahn; Daby Sow; Roger G. Mark; Li-Wei H. Lehman (ICHI, 2018)

Finding Causal Mechanistic Drug-Drug Interactions from Observational Data. - Sanjoy Dey; Ping Zhang 016; Mohamed F. Ghalwash; Chandramouli Maduri; Daby Sow; Zachary Shahn (AMIA, 2020)

Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Hemodynamic Management in Sepsis Patients. - Mingyu Lu; Zachary Shahn; Daby Sow; Finale Doshi-Velez; Li-Wei H. Lehman (AMIA, 2020)

G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes. - Rui Li; Zach Shahn; Jun Li 027; Mingyu Lu; Prithwish Chakraborty; Daby Sow; Mohamed F. Ghalwash; Li-Wei H. Lehman (CoRR, 2020)

Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Sepsis Treatment. - Mingyu Lu; Zachary Shahn; Daby Sow; Finale Doshi-Velez; Li-Wei H. Lehman (CoRR, 2020)

State of the Art Causal Inference in the Presence of Extraneous Covariates: A Simulation Study. - Raluca Cobzaru; Sharon Jiang; Kenney Ng; Stan Finkelstein; Roy Welsch; Zachary Shahn (AMIA, 2021)

G-Net: a Recurrent Network Approach to G-Computation for Counterfactual Prediction Under a Dynamic Treatment Regime. - Rui Li; Stephanie M. Hu; Mingyu Lu; Yuria Utsumi; Prithwish Chakraborty; Daby M. Sow; Piyush Madan; Jun Li 027; Mohamed F. Ghalwash; Zach Shahn; Li-Wei H. Lehman (ML4H@NeurIPS, 2021)

Blending Knowledge in Deep Recurrent Networks for Adverse Event Prediction at Hospital Discharge. - Prithwish Chakraborty; James V. Codella; Piyush Madan; Ying Li 053; Hu Huang 004; Yoonyoung Park; Chao Yan 004; Ziqi Zhang 005; Cheng Gao; Steve Nyemba; Xu Min; Sanjib Basak; et al. (CoRR, 2021)

Uncertainty Quantification for Conditional Treatment Effect Estimation under Dynamic Treatment Regimes. - Leon Deng; Hong Xiong; Feng Wu; Sanyam Kapoor; Soumya Gosh; Zach Shahn; Li-Wei H. Lehman (ML4H@NeurIPS, 2024)