activity
20112024
most citedAdjusting for indirectly measured confounding using large-scale propensity scores

52 citations · 205 across the 21 of their papers we have counts for

collaborators

21 papers

stat.ME2024

Evaluating the impact of instrumental variables in propensity score models using synthetic and negative control experiments

Yuxi Tian, Nicole Pratt, Laura L Hester +3

In pharmacoepidemiology research, instrumental variables (IVs) are variables that strongly predict treatment but have no causal effect on the outcome of interest except through the…

cs.LG2024★ 6 cited

CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines

Chao Pang, Xinzhuo Jiang, Nishanth Parameshwar Pavinkurve +8

Synthetic Electronic Health Records (EHR) have emerged as a pivotal tool in advancing healthcare applications and machine learning models, particularly for researchers without dire…

cs.AI2023★ 1 cited

An Open-Source Knowledge Graph Ecosystem for the Life Sciences

Tiffany J. Callahan, Ignacio J. Tripodi, Adrianne L. Stefanski +29

Translational research requires data at multiple scales of biological organization. Advancements in sequencing and multi-omics technologies have increased the availability of these…

stat.ME2023

Bayesian Safety Surveillance with Adaptive Bias Correction

Fan Bu, Martijn J. Schuemie, Akihiko Nishimura +7

Post-market safety surveillance is an integral part of mass vaccination programs. Typically relying on sequential analysis of real-world health data as they accrue, safety surveill…

stat.AP2023

Interpretable Forecasting of Physiology in the ICU Using Constrained Data Assimilation and Electronic Health Record Data

David Albers, Melike Sirlanci, Matthew Levine +3

Prediction of physiologic states are important in medical practice because interventions are guided by predicted impacts of interventions. But prediction is difficult in medicine b…

cs.LG2022

Causal Fairness Assessment of Treatment Allocation with Electronic Health Records

Linying Zhang, Lauren R. Richter, Yixin Wang +4

Healthcare continues to grapple with the persistent issue of treatment disparities, sparking concerns regarding the equitable allocation of treatments in clinical practice. While v…