Featured Publications
Extracting Angina Symptoms from Clinical Notes Using Pre-Trained Transformer Architectures.
Eisman A, Shah N, Eickhoff C, Zerveas G, Chen E, Wu W, Sarkar I. Extracting Angina Symptoms from Clinical Notes Using Pre-Trained Transformer Architectures. AMIA Annual Symposium Proceedings 2021, 2020: 412-421. PMID: 33936414, PMCID: PMC8075440.Peer-Reviewed Original ResearchConceptsChest painAnginal symptomsPalliation of chest painSubsternal chest painShortness of breathPrimary care physicians' notes.Consecutive patientsCardiac testingCardiac riskAngina symptomsPainCardiovascular managementPhysician notesSymptomsClinical notesIllness sectionTransformer architectureSample size
2019
Differential Clinical Profiles, Exercise Responses, and Outcomes Associated With Existing HFpEF Definitions
Ho J, Zern E, Wooster L, Bailey C, Cunningham T, Eisman A, Hardin K, Zampierollo G, Jarolim P, Pappagianopoulos P, Malhotra R, Nayor M, Lewis G. Differential Clinical Profiles, Exercise Responses, and Outcomes Associated With Existing HFpEF Definitions. Circulation 2019, 140: 353-365. PMID: 31132875, PMCID: PMC6684250, DOI: 10.1161/circulationaha.118.039136.Peer-Reviewed Original ResearchConceptsHeart Failure Society of AmericaEuropean Society of CardiologyClinical profileHeart failureCardiovascular outcomesComprehensive cardiopulmonary exercise testingHemodynamic profile of patientsChronic exertional dyspneaDefinitions of HFpEFExercise responseSuspected heart failureAmerican College of Cardiology/American Heart AssociationInvasive hemodynamic monitoringPhenotype of patientsIncidence of cardiovascular outcomesCardiopulmonary exercise testingProfile of patientsClinical trial criteriaSociety of CardiologyPeak oxygen uptakeConsecutive patientsHFpEF subgroupsEjection fractionExertional dyspneaPrognostic implications