Published on in Vol 5, No 1 (2021): Jan-Jun

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/24473, first published .
Predicting Cardiovascular Risk Using Social Media Data: Performance Evaluation of Machine-Learning Models

Predicting Cardiovascular Risk Using Social Media Data: Performance Evaluation of Machine-Learning Models

Predicting Cardiovascular Risk Using Social Media Data: Performance Evaluation of Machine-Learning Models

Anietie U Andy   1 , PhD ;   Sharath C Guntuku   1, 1, 2 , PhD ;   Srinath Adusumalli   3, 4 , MD, MSc ;   David A Asch   4, 5, 6 , MD, MBA ;   Peter W Groeneveld   5, 6 , MD, MS ;   Lyle H Ungar   1 , PhD ;   Raina M Merchant   1, 4, 7 , MD, MSHP

1 Penn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, PA, United States

2 Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, United States

3 Division of Cardiovascular Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States

4 Penn Medicine Center for Health Care Innovation, University of Pennsylvania, Philadelphia, PA, United States

5 Center for Health Equity Research and Promotion, Corporal Michael J Crescenz VA Medical Center, Philadelphia, PA, United States

6 Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States

7 Department of Emergency Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States

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