Research Themes

  • Causal Inference

  • Pharmacoepidemiology

  • Randomized Controlled Trials

  • High-dimensional Machine Learning Algorithms

  • Longitudinal Disease Surveillance

  • Electronic Health Records.

See full list of publications on Google Scholar. Selected publications are highlighted below.

Emulating a Target Trial Using Primary-Care Electronic Health Records: Sodium-Glucose Cotransporter 2 Inhibitor Medications and Hemoglobin A1c

Authors:

  • Sumeet Kalia, Olli Saarela, Braden O'Neill, Christopher Meaney, Rahim Moineddin, Frank Sullivan, Michelle Greiver.

Year:

  • 2023

Estimation of marginal structural models under irregular visits and unmeasured confounder: calibrated inverse probability weights

Authors:

  • Sumeet Kalia, Olli Saarela, Michael Escobar, Rahim Moineddin, Michelle Greiver

Year:

  • 2023

Marginal Structural Models Using Calibrated Weights With SuperLearner: Application to Type II Diabetes Cohort

Authors:

  • Sumeet Kalia, Olli Saarela, Tao Chen, Braden O’Neill, Christopher Meaney, Jessica Gronsbell, Ervin Sejdic, Michael Escobar, Babak Aliarzadeh , Rahim Moineddin, Conrad Pow, Frank Sullivan, Michelle Greiver

Year:

  • 2022

On the estimation of intracluster correlation for time-to-event outcomes in cluster randomized trials

Authors:

  • Sumeet Kalia, Neil Klar, Allan Donner

Year:

  • 2016