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Diamant, Nathaniel, Erik Reinertsen, Steven Song, Aaron D. Aguirre, Collin M. Stultz, and Puneet Batra. 2022. “Patient Contrastive Learning: A Performant, Expressive, and Practical Approach to Electrocardiogram Modeling”. PLOS Computational Biology 18 (2): e1009862.

Pirruccello, James P., Paolo Di Achille, Victor Nauffal, Mahan Nekoui, Samuel N. Friedman, Marcus D. R. Klarqvist, Mark D. Chaffin, et al. 2021. “Genetic Analysis of Right Heart Structure and Function in 40,000 People”. BioRxiv, 2021.02.05.429046.

Rambarat, Paula, Emily K Zern, Dongyu Wang, Shahrooz Zarbafian, Elizabeth E Liu, Jessica K Wang, Jenna N McNeill, et al. 2021. “Abstract 10389: Identifying High-Risk Clinical Phenogroups of Pulmonary Hypertension Through a Clustering Analysis”. Circulation 144 (Suppl\_1): A10389—A10389.

Khurshid, Shaan, Christopher Reeder, Lia X. Harrington, Pulkit Singh, Gopal Sarma, Samuel F. Friedman, Paolo Di Achille, et al. 2021. “Cohort Design and Natural Language Processing to Reduce Bias in Electronic Health Records Research: The Community Care Cohort Project”. MedRxiv, 2021.05.26.21257872.

Nekoui, Mahan, James P. Pirruccello, Paolo Di Achille, Seung Hoan Choi, Samuel N. Friedman, Victor Nauffal, Kenney Ng, et al. 2021. “Using Machine Learning to Elucidate the Spatial and Genetic Complexity of the Ascending Aorta.”

Agrawal, Saaket, Marcus D.R. Klarqvist, Connor Emdin, Aniruddh P. Patel, Manish D. Paranjpe, Patrick T. Ellinor, Anthony Philippakis, Kenney Ng, Puneet Batra, and Amit V. Khera. 2021. “Selection of 51 Predictors from 13,782 Candidate Multimodal Features Using Machine Learning Improves Coronary Artery Disease Prediction”. Patterns, 100364.

Khurshid, Shaan, Samuel Friedman, Christopher Reeder, Paolo Di Achille, Nathaniel Diamant, Pulkit Singh, Lia X. Harrington, et al. 2022. “ECG-Based Deep Learning and Clinical Risk Factors to Predict Atrial Fibrillation”. Circulation 145 (2): 122-33.

Fahed, Akl C, Minxian Wang, Mark Chaffin, Alexander G Bick, Candace Patterson, Pradeep Natarajan, Matthew Lebo, et al. 2019. “Abstract 15044: Risk of Myocardial Infarction in Carriers of Familial Hypercholesterolemia Mutations Is Modified by Common Variant Genetic Background or Adherence to a Healthy Lifestyle”. Circulation 140 (Suppl\_1): A15044—A15044.

Agrawal, Saaket, Marcus D. R. Klarqvist, Nathaniel Diamant, Patrick T. Ellinor, Nehal N. Mehta, Anthony Philippakis, Kenney Ng, Puneet Batra, and Amit V. Khera. 2021. “Association of Machine Learning-Derived Measures of Body Fat Distribution in >40,000 Individuals With Cardiometabolic Diseases”. MedRxiv, 2021.05.07.21256854.

Nauffal, Victor, Paolo Di Achille, Marcus. D. R. Klarqvist, Jonathan W. Cunningham, James P. Pirruccello, Lu-Chen Weng, Valerie N. Morrill, et al. 2021. “Genetics of Myocardial Interstitial Fibrosis in the Human Heart and Association With Disease.”