Patient contrastive learning: A performant, expressive, and practical approach to electrocardiogram modeling. Tekijä Nathaniel Diamant, Erik Reinertsen, Steven Song, Aaron D Aguirre, Collin M Stultz, Puneet Batra

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Silhouette images enable estimation of body fat distribution and associated cardiometabolic risk Tekijä Marcus D. R. Klarqvist, Saaket Agrawal, Nathaniel Diamant, Patrick T. Ellinor, Anthony Philippakis, Kenney Ng, Puneet Batra, Amit V. Khera

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BMI-adjusted adipose tissue volumes exhibit depot-specific and divergent associations with cardiometabolic diseases Tekijä Saaket Agrawal, Marcus D. R. Klarqvist, Nathaniel Diamant, Takara L. Stanley, Patrick T. Ellinor, Nehal N. Mehta, Anthony Philippakis, Kenney Ng, Melina Claussnitzer, Steven K. Grinspoon, Puneet Batra, Amit V. Khera

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Inherited basis of visceral, abdominal subcutaneous and gluteofemoral fat depots Tekijä Saaket Agrawal, Minxian Wang, Marcus D. R. Klarqvist, Kirk Smith, Joseph Shin, Hesam Dashti, Nathaniel Diamant, Seung Hoan Choi, Sean J. Jurgens, Patrick T. Ellinor, Anthony Philippakis, Melina Claussnitzer, Kenney Ng, Miriam S. Udler, Puneet Batra, Amit V. Khera

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Identifying high risk clinical phenogroups of pulmonary hypertension through a clustering analysis. Tekijä Paula Rambarat, Emily K Zern, Dongyu Wang, Athar Roshandelpoor, Shahrooz Zarbafian, Elizabeth E Liu, Jessica K Wang, Jenna N McNeill, Carl T Andrews, Eugene V Pomerantsev, Nathaniel Diamant, Puneet Batra, Steven A Lubitz, Michael H Picard, Jennifer E Ho

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Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass Tekijä Shaan Khurshid, MD, Samuel Freesun Friedman, PhD, James P. Pirruccello, MD, Paolo Di Achille, PhD, Nathaniel Diamant, BS, Christopher D. Anderson, MD, MMSc, Patrick T. Ellinor, MD, PhD, Puneet Batra, PhD, Jennifer E. Ho, MD, Anthony A. Philippakis, MD, PhD, Steven A. Lubitz, MD, MPH

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Physiology as a Lingua Franca for Clinical Machine Learning Tekijä Gopal P. Sarma, Erik Reinertsen, Aaron Aguirre, Chris Anderson, Puneet Batra, Seung-Hoan Choi, Paolo Di Achille, Nathaniel Diamant, Patrick Ellinor, Connor Emdin, Akl C. Fahed, Samuel Friedman, Lia Harrington, Jennifer E. Ho, Amit V. Khera, Shaan Khurshid, Marcus Klarqvist, Steve Lubitz, Anthony Philippakis, James Pirruccello, Christopher Reeder, Collin Stultz, Brandon Westover

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Cohort design and natural language processing to reduce bias in electronic health records research Tekijä Shaan Khurshid, Christopher Reeder, Lia X. Harrington, Pulkit Singh, Gopal Sarma, Samuel F. Friedman, Paolo Di Achille, Nathaniel Diamant, Jonathan W. Cunningham, Ashby C. Turner, Emily S. Lau, Julian S. Haimovich, Mostafa A. Al-Alusi, Xin Wang, Marcus D. R. Klarqvist, Jeffrey M. Ashburner, Christian Diedrich, Mercedeh Ghadessi, Johanna Mielke, Hanna M. Eilken, Alice McElhinney, Andrea Derix, Steven J. Atlas, Patrick T. Ellinor, Anthony A. Philippakis, Christopher D. Anderson, Jennifer E. Ho, Puneet Batra, Steven A. Lubitz

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