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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.

Cunningham, Jonathan W., Paolo Di Achille, Valerie N. Morrill, Lu-Chen Weng, Seung Hoan Choi, Shaan Khurshid, Victor Nauffal, et al. 2021. “Machine Learning to Understand Genetic and Clinical Factors Associated With the Pulse Waveform Dicrotic Notch.”

Sarma, Gopal, Erik Reinertsen, and ML4CVD Group. 2020. “Physiology As a Lingua Franca for Clinical Machine Learning”. Patterns 1 (2): 100017.

Khurshid, Shaan, Julieta Lazarte, James P. Pirruccello, Lu-Chen Weng, Seung Hoan Choi, Amelia W. Hall, Xin Wang, et al. 2022. “Clinical and Genetic Associations of Deep Learning-Derived Cardiac Magnetic Resonance-Based Left Ventricular Mass.”

Pirruccello, James P., Paolo Di Achille, Seung Hoan Choi, Shaan Khurshid, Mahan Nekoui, Sean J. Jurgens, Victor Nauffal, et al. 2021. “Deep Learning of Left Atrial Structure and Function Provides Link to Atrial Fibrillation Risk.”

Khurshid, Shaan, Samuel Friedman, James P. Pirruccello, Paolo Di Achille, Nathaniel Diamant, Christopher D. Anderson, Patrick T. Ellinor, et al. 2021. “Deep Learning to Predict Cardiac Magnetic Resonance–Derived Left Ventricular Mass and Hypertrophy From 12-Lead ECGs”. Circulation: Cardiovascular Imaging 14 (6).

Al-alusi, Mostafa A, Shaan Khurshid, Xin Wang, Christopher Reeder, Pulkit Singh, Rachael Venn, Daniel Pipilas, et al. 2021. “Abstract 11436: Trends in Consumer Wearable Devices in a Primary Care Cohort”. Circulation 144 (Suppl\_1): A11436—A11436.

Khurshid, Shaan, Samuel Friedman, Christopher Reeder, Paolo Di Achille, Nathaniel Diamant, Pulkit Singh, Lia Harrington, et al. 2021. “Abstract 12922: Electrocardiogram-Based Deep Learning and Clinical Risk Factors to Predict Incident Atrial Fibrillation”. Circulation 144 (Suppl\_1): A12922—A12922.

Pirruccello, James P., Alexander Bick, Minxian Wang, Mark Chaffin, Samuel Friedman, Jie Yao, Xiuqing Guo, et al. 2020. “Analysis of Cardiac Magnetic Resonance Imaging in 36,000 Individuals Yields Genetic Insights into Dilated Cardiomyopathy”. Nature Communications 11 (1): 2254.