critical care medicine, pulmonary diseases, general internal medicine
population health, health policy, health services research
clinical informatics, natural language processing, machine learning, social network analysis
Selected Publications
Oscar J L Mitchel, Stacie Neefe, Jennifer C Ginestra, William D Schweickert, Scott Falk, Gary E Weissman, Donna Covin, Justine Shults, Benjamin S Abella, Michael G S Shashaty: Association of Time to Rapid Response Team Activation With Patient Outcomes Using a Range of Physiologic Deterioration Thresholds. Critical Care Explorations 4(11): e0786, November 2022.
Jasmine A Silvestri# Tyler E Kmiec#, Nicholas S Bishop, Susan H Regli, Gary E Weissman: Desired Characteristics of a Clinical Decision Support System for Early Sepsis Recognition: Interview Study Among Hospital-Based Clinicians. JMIR Human Factors 9(4): e36976, October 2022.
Jennifer C Ginestra, Rachel Kohn, Rebecca A Hubbard, Andrew Crane-Droesch, Scott D. Halpern, Meeta Prasad Kerlin, Gary E Weissman: Association of Unit Census with Delays in Antimicrobial Initiation among Ward Patients with Hospital-acquired Sepsis. Annals of the American Thoracic Society 19(9): 1525-1533, September 2022.
Flamholz ZN, Crane-Droesch A, Ungar LH, Weissman GE.
: Word embeddings trained on published case reports are lightweight, effective for clinical tasks, and free of protected health information. Journal of Biomedical Informatics 125: 103971, January 2022.
Martin JA, Crane-Droesch A, Lapite FC, Puhl JC, Kmiec TE, Silvestri HA, Ungar LH, Kinosian BP, Himes BE, Hubbard RA, Diamond JM, Ahya V, Sims MW, Halpern SD, Weissman GE.: Development and validation of a prediction model for actionable aspects of frailty in the text of clinicians’ encounter notes. Journal of the American Medical Informatics Association 29(1): 109-119, Jan 2022.
Stephanie Parks Taylor, Gary E Weissman, Marc Kowalkowski, Andrew J Admon, Sable Skewes, Yunfei Xia, Shih-Hsuing Chou: A Quantitative Study of Decision Thresholds for Initiation of Antibiotics in Suspected Sepsis. Medical Decision Making 272989X221121279: Online ahead of print. 2022.
Shah PK, Ginestra JC, Ungar LH, Junker P, Rohrbach JI, Fishman NO, Weissman GE: A Simulated Prospective Evaluation of a Deep Learning Model for Real-Time Prediction of Clinical Deterioration Among Ward Patients. Critical Care Medicine 49(8): 1312-1321, Aug 2021.
Weissman GE, Teeple S, Eneanya ND, Hubbard RA, Kangovi S.: Effects of neighborhood-level data on performance and algorithmic equity of a model that predicts 30-day heart failure readmissions at an urban academic medical center. J Card Fail 27(9): 965-973, May 2021.
George L Anesi, Jayaram Chelluri, Zaffer A Qasim, Marzana Chowdhury, Rachel Kohn, Gary E Weissman, Brian Bayes, M Kit Delgado, Benjamin S Abella, Scott D Halpern, John C Greenwood: Association of an Emergency Department-embedded Critical Care Unit with Hospital Outcomes and Intensive Care Unit Utilization. Annals of the American Thoracic Society 17(12): 1599-1609, Dec 2020.
Weissman GE, Yadav KN, Srinivasan T, Szymanski S, Capulong F, Madden V, Courtright KR, Hart JL, Asch DA, Ratcliffe SJ, Schapira MM, Halpern SD.
: Preferences for Predictive Model Characteristics among People Living with Chronic Lung Disease: A Discrete Choice Experiment. Medical Decision Making 40(13): 633-643, Jul 2020.
back to top
Last updated: 01/29/2023
The Trustees of the University of Pennsylvania