Electronic phenotyping of health outcomes of interest using a linked claims-electronic health record database: Findings from a machine learning pilot project. - Teresa B. Gibson; Michael D. Nguyen; Timothy Burrell; Frank Yoon; Jenna Wong; Sai Dharmarajan; Rita Ouellet-Hellstrom; Wei Hua; Yong Ma; Elande Baro; Sarah Bloemers; Cory Pack; et al. (J. Am. Medical Informatics Assoc., 2021)

Broadening the reach of the FDA Sentinel system: A roadmap for integrating electronic health record data in a causal analysis framework. - Rishi J. Desai; Michael E. Matheny; Kevin Johnson; Keith Marsolo; Lesley H. Curtis; Jennifer C. Nelson; Patrick J. Heagerty; Judith C. Maro; Jeffrey S. Brown; Sengwee Toh; Michael D. Nguyen; Robert Ball; et al. (npj Digit. Medicine, 2021)

The US Food and Drug Administration Sentinel System: a national resource for a learning health system. - Jeffrey S. Brown; Aaron B. Mendelsohn; Young Hee-Nam; Judith C. Maro; Noelle M. Cocoros; Carla Rodriguez-Watson; Catherine M. Lockhart; Richard Platt; Robert Ball; Gerald J. Dal Pan; Sengwee Toh (J. Am. Medical Informatics Assoc., 2022)

Assessing the impact of privacy-preserving record linkage on record overlap and patient demographic and clinical characteristics in PCORnet®, the National Patient-Centered Clinical Research Network. - Keith Marsolo; Daniel Kiernan; Sengwee Toh; Jasmin Phua; Darcy Louzao; Kevin Haynes; Mark G. Weiner; Francisco Angulo; Charles Bailey 001; Jiang Bian 001; Daniel Fort; Shaun J. Grannis; et al. (J. Am. Medical Informatics Assoc., 2023)

High-dimensional multiple imputation (HDMI) for partially observed confounders including natural language processing-derived auxiliary covariates. - Janick Weberpals; Pamela A. Shaw; Kueiyu Joshua Lin; Richard Wyss; Joseph M. Plasek; Li Zhou 007; Kerry Ngan; Thomas DeRamus; Sudha R. Raman; Bradley G. Hammill; Hana Lee; Sengwee Toh; et al. (CoRR, 2024)

Data-driven automated classification algorithms for acute health conditions: applying PheNorm to COVID-19 disease. - Joshua C. Smith; Brian D. Williamson; David J. Cronkite; Daniel Park; Jill M. Whitaker; Michael F. McLemore; Joshua Osmanski; Robert Winter 003; Arvind Ramaprasan; Ann Kelley; Mary Shea; Saranrat Wittayanukorn; et al. (J. Am. Medical Informatics Assoc., 2024)

A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies. - Shirley V. Wang; Georg Hahn; Sushama Kattinakere Sreedhara; Mufaddal Mahesri; Haritha S. Pillai; Rajendra Aldis; Joyce Lii; Sarah K. Dutcher; Rhoda Eniafe; Jamal T. Jones; Keewan Kim; Jiwei He; et al. (CoRR, 2025)