GT
Geoffrey H. Tison
Deep Learningartificial intelligenceArtificial intelligenceMachine Learningmachine learningArtificial Intelligencedeep learningcardiovascular medicinecs.LGElectrocardiography
On Valency
published · living versionsW_9y8fas49·v1 · currentpublished
Diagnosis by Composition: Detecting and Localizing Unseen Diseases by Composing Learned Radiological Findings
with Kaihua Hou, Wei Liu, Yi Huang, Hao Zhang +8
1 version
Preprints & journals
91 papers in the corpus · 2003–2026A multiview video-text model detects obstructive coronary stenosis and predicts 1-year cardiovascular events from angiography.42869976 · Harrabi, Sarra, Wu, Yichen, Majwal, Omar et al.2026 · 0 citationsNature cardiovascular research. 2026
Artificial intelligence surrogates for treatment effect estimation with before-and-after data2609.27180v1 · Frances Dean, Anna Neufeld, Joshua Barrios et al.2026 · 0 citationsarXiv
Opportunistic Chest CT Paraspinal Muscle Biomarkers to Predict Longitudinal Thoracic Vertebral Bone Mineral Density Loss: Results from MESA.42742379 · Hathaway, Quincy A, Ghotbi, Elena, Pan, Tommy et al.2026 · 1 citationRadiology. 2026;320(3):e260238
Foundation models for electrocardiogram interpretation: clinical implications.41568699 · Nolin-Lapalme, Alexis, Sowa, Achille, Delfrate, Jacques et al.2026 · 19 citationsEuropean heart journal. 2026;47(18):2174-2186
Automated assessment of right ventricular systolic function from coronary angiograms with video-based artificial intelligence algorithms: development, validation, comparison against humans, and prospective deployment.42146868 · Fawzi, Fatima Zahra, Menkovic, Istok, Dostie, Nicolas et al.2026 · 0 citationsEuropean heart journal. Digital health. 2026;7(4):ztag059
DeepCORO-CLIP: A Multi-View Foundation Model for Comprehensive Coronary Angiography Video-Text Analysis and External Validation2603.17675v1 · Sarra Harrabi, Yichen Wu, Geoffrey H. Tison et al.2026 · 0 citationsarXiv
CARDIAC-FM: A Multimodal Foundation Model for Cardiovascular Risk Prediction Using ECG and Cardiac MRI.41891027 · Li, Fumin, Li, Siting, Qian, Yuhan et al.2026 · 0 citationsmedRxiv : the preprint server for health sciences. 2026
Automated Echocardiographic Detection of Mitral Valve Prolapse and Mitral Regurgitation with Video-based Artificial Intelligence Algorithms.41822682 · Ansari, Minhaj U, Barrios, Joshua P, Tastet, Lionel et al.2026 · 0 citationsmedRxiv : the preprint server for health sciences. 2026
Multiview deep learning improves detection of major cardiac conditions from echocardiography.41844861 · Barrios, Joshua P, Ansari, Minhaj U, Olgin, Jeffrey E et al.2026 · 5 citationsNature cardiovascular research. 2026;5(3):234-245
A streamlined CMR-derived machine-learning model for estimating cardiovascular biological age: development and validation in the UK-biobank and multi-ethnic study of atherosclerosis.41343376 · Masci, Pier-Giorgio, Andreozzi, Gianni, Puyol-Anton, Esther et al.2026 · 1 citationEuropean heart journal. Cardiovascular Imaging. 2026;27(3):515-526
Session Introduction: AI and Machine Learning in Clinical Medicine Bridging or Separating Model Intelligence and Human Expertise.41758129 · Haredasht, Fateme Nateghi, Romano, Joseph D, Beaulieu-Jones, Brett K et al.2026 · 0 citationsPacific Symposium on Biocomputing. Pacific Symposium on Biocomputing. 2026;31:1-11
Deep Learning Prediction of Left Atrial Structure and Function from 12-lead Electrocardiograms.41256128 · Brody, Jennifer A, Yogeswaran, Vidhushei, Wiggins, Kerri L et al.2026 · 2 citationsmedRxiv : the preprint server for health sciences. 2025
Moving Beyond the Model: Our Perspective on Meaningful AI Research in Cardiovascular Care.40903130 · Jain, Sneha S, Mortazavi, Bobak J, Chan You, Seng et al.2025 · 13 citationsJournal of the American College of Cardiology. 2025;86(10):691-695
Association of ventricular tachycardia burden with 30-day in-hospital mortality in an intensive care unit cohort.41357282 · Vajta Gomez, Jackeline P, Pelter, Michele M, Tison, Geoffrey H et al.2025 · 0 citationsHeart rhythm O2. 2025;6(11):1769-1772
Detecting structural heart disease from electrocardiograms using AI.40670798 · Poterucha, Timothy J, Jing, Linyuan, Ricart, Ramon Pimentel et al.2025 · 116 citationsNature. 2025;644(8075):221-230
Phenotyping of Mitral Valve Prolapse Without Severe Mitral Regurgitation Using Electrocardiographic and Echocardiographic Data.40673846 · Tastet, Lionel, Ansari, Minhaj U, Barrios, Joshua P et al.2025 · 4 citationsJACC. Clinical electrophysiology. 2025;11(10):2175-2186
Lipoprotein(a) and Heart Failure Among Black and White Participants in Atherosclerosis Risk in Communities Study, Framingham Offspring Study, and Multi-Ethnic Study of Atherosclerosis: The Pooling Project.40417812 · Nomura, Sarah, Guan, Weihua, Zhang, Yixin et al.2025 · 8 citationsJournal of the American Heart Association. 2025;14(11):e038608
A deep foundation model for electrocardiogram interpretation: enabling rare disease detection through transfer learning.40703125 · Hu, Stephanie M, Barrios, Joshua P, Tison, Geoffrey H2025 · 8 citationsEuropean heart journal. Digital health. 2025;6(4):619-623
Association of Extracoronary Calcification and Incident Heart Failure in the Multiethnic Study of Atherosclerosis (MESA).40146086 · Brar, Sandeep, Goli, Rahul, Barrios, Joshua P et al.2025 · 11 citationsJACC. Heart failure. 2025;13(5):740-751
Foundation models for generalizable electrocardiogram interpretation: comparison of supervised and self-supervised electrocardiogram foundation models.40093248 · Nolin-Lapalme, Alexis, Sowa, Achille, Delfrate, Jacques et al.2025 · 8 citationsmedRxiv : the preprint server for health sciences. 2025
A Deep Learning Model for Three-Dimensional Determination of Whole Thoracic Vertebral Bone Mineral Density from Noncontrast Chest CT: The Multi-Ethnic Study of Atherosclerosis.40067103 · Hathaway, Quincy A, Kasaeian, Arta, Pan, Tommy et al.2025 · 12 citationsRadiology. 2025;314(3):e242133
Association Between Elevated Total Homocysteine and Heart Failure Risk in the Multi-Ethnic Study of Atherosclerosis Cohort.39968806 · Karger, Amy B, Nomura, Sarah O, Guan, Weihua et al.2025 · 13 citationsJournal of the American Heart Association. 2025;14(5):e038168
Session Introduction: AI and Machine Learning in Clinical Medicine: Generative and Interactive Systems at the Human-Machine Interface.39670359 · Nateghi Haredasht, Fateme, Kim, Dokyoon, Romano, Joseph D et al.2024 · 1 citationPacific Symposium on Biocomputing. Pacific Symposium on Biocomputing. 2025;30:33-39
Artificial Intelligence in Cardiovascular Clinical Trials.39505413 · Cunningham, Jonathan W, Abraham, William T, Bhatt, Ankeet S et al.2024 · 48 citationsJournal of the American College of Cardiology. 2024;84(20):2051-2062
Automated Assessment of Right Atrial Pressure From Ultrasound Videos Using Machine Learning.39372459 · Yurk, Dominic, Barrios, Joshua P, Labrecque Langlais, Elodie et al.2024 · 3 citationsJACC. Advances. 2024;3(9):101192
Genetics of Cardiac Aging Implicate Organ-Specific Variation.39148824 · Brundage, James, Barrios, Joshua P, Tison, Geoffrey H et al.2024 · 1 citationmedRxiv : the preprint server for health sciences. 2024
Evaluation of stenoses using AI video models applied to coronary angiography.38783037 · Labrecque Langlais, Élodie, Corbin, Denis, Tastet, Olivier et al.2024 · 42 citationsNPJ digital medicine. 2024;7(1):138
Artificial Intelligence to Complement, Not Replace, Clinical Knowledge: Reading Between the Lines.38774016 · Barrios, Joshua P, Seshadri, Madhav R, Tison, Geoffrey H2025 · 0 citationsJACC. CardioOncology. 2024;6(2):264-266
Artificial Intelligence in Cardiovascular Care-Part 2: Applications: JACC Review Topic of the Week.38593945 · Jain, Sneha S, Elias, Pierre, Poterucha, Timothy et al.2024 · 73 citationsJournal of the American College of Cardiology. 2024;83(24):2487-2496
Artificial Intelligence for Cardiovascular Care-Part 1: Advances: JACC Review Topic of the Week.38593946 · Elias, Pierre, Jain, Sneha S, Poterucha, Timothy et al.2024 · 130 citationsJournal of the American College of Cardiology. 2024;83(24):2472-2486
Continuous Atrial Fibrillation Monitoring From Photoplethysmography: Comparison Between Supervised Deep Learning and Heuristic Signal Processing.38340117 · Antiperovitch, Pavel, Mortara, David, Barrios, Joshua et al.2024 · 15 citationsJACC. Clinical electrophysiology. 2024;10(2):334-345
A generalizable electrocardiogram-based artificial intelligence model for 10-year heart failure risk prediction.38222101 · Butler, Liam, Karabayir, Ibrahim, Kitzman, Dalane W et al.2025 · 28 citationsCardiovascular digital health journal. 2023;4(6):183-190
Patient-Level Artificial Intelligence-Enhanced Electrocardiography in Hypertrophic Cardiomyopathy: Longitudinal Treatment and Clinical Biomarker Correlations.38076758 · Siontis, Konstantinos C, Abreau, Sean, Attia, Zachi I et al.2025 · 25 citationsJACC. Advances. 2023;2(8)
CathAI: fully automated coronary angiography interpretation and stenosis estimation.37568050 · Avram, Robert, Olgin, Jeffrey E, Ahmed, Zeeshan et al.2023 · 67 citationsNPJ digital medicine. 2023;6(1):142
Identification of supraventricular tachycardia mechanisms with surface electrocardiograms using a convolutional neural network.37645266 · Higuchi, Satoshi, Li, Roland, Gerstenfeld, Edward P et al.2023 · 5 citationsHeart rhythm O2. 2023;4(8):491-499
Automated Assessment of Cardiac Systolic Function From Coronary Angiograms With Video-Based Artificial Intelligence Algorithms.37163297 · Avram, Robert, Barrios, Joshua P, Abreau, Sean et al.2023 · 27 citationsJAMA cardiology. 2023;8(6):586-594
BenchMD: A Benchmark for Unified Learning on Medical Images and Sensors2304.08486v2 · Kathryn Wantlin, Chenwei Wu, Shih-Cheng Huang et al.2023 · 10 citationsarXiv
Deep learning augmented ECG analysis to identify biomarker-defined myocardial injury.36849487 · Chaudhari, Gunvant R, Mayfield, Jacob J, Barrios, Joshua P et al.2023 · 16 citationsScientific reports. 2023;13(1):3364
Electrocardiogram Detection of Pulmonary Hypertension Using Deep Learning.36706977 · Aras, Mandar A, Abreau, Sean, Mills, Hunter et al.2023 · 46 citationsJournal of cardiac failure. 2023;29(7):1017-1028
Advancing cardiovascular medicine with machine learning: Progress, potential, and perspective.36543095 · Barrios, Joshua P, Tison, Geoffrey H2022 · 17 citationsCell reports. Medicine. 2022;3(12):100869
Worldwide physical activity trends since COVID-19 onset.36057269 · Tison, Geoffrey H, Barrios, Joshua, Avram, Robert et al.2022 · 67 citationsThe Lancet. Global health. 2022;10(10):e1381-e1382
Deep Learning Electrocardiographic Analysis for Detection of Left-Sided Valvular Heart Disease.35926935 · Elias, Pierre, Poterucha, Timothy J, Rajaram, Vijay et al.2022 · 153 citationsJournal of the American College of Cardiology. 2022;80(6):613-626
Assessment of Disease Status and Treatment Response With Artificial Intelligence-Enhanced Electrocardiography in Obstructive Hypertrophic Cardiomyopathy.35272798 · Tison, Geoffrey H, Siontis, Konstantinos C, Abreau, Sean et al.2022 · 41 citationsJournal of the American College of Cardiology. 2022;79(10):1032-1034
Using machine learning to uncover heterogeneity of beta blocker response in heart failure.35106513 · Tison, Geoffrey H2022 · 1 citationCell reports. Medicine. 2022;3(1):100504
Identifying Mitral Valve Prolapse at Risk for Ventricular Arrhythmias and Myocardial Fibrosis from 12-lead Electrocardiograms using Deep Learning10.1101/2021.12.23.21268341v1 · Tison, G. H., Abreau, S., Lim, L. et al.2021 · 1 citationmedRxiv
Performance of a Convolutional Neural Network and Explainability Technique for 12-Lead Electrocardiogram Interpretation.34347007 · Hughes, J Weston, Olgin, Jeffrey E, Avram, Robert et al.2022 · 127 citationsJAMA cardiology. 2021;6(11):1285-1295
Predictors of incident SARS-CoV-2 infections in an international prospective cohort study.34548363 · Lin, Anthony, Vittinghoff, Eric, Olgin, Jeffrey et al.2021 · 16 citationsBMJ open. 2021;11(9):e052025
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data2109.06486v1 · Hari Prasanna Das, Ryan Tran, Japjot Singh et al.2021 · 40 citationsarXiv
Predicting Incident Heart Failure in Women With Machine Learning: The Women's Health Initiative Cohort.34400272 · Tison, Geoffrey H, Avram, Robert, Nah, Gregory et al.2021 · 14 citationsThe Canadian journal of cardiology. 2021;37(11):1708-1714
Predictors of incident viral symptoms ascertained in the era of COVID-19.34138915 · Marcus, Gregory M, Olgin, Jeffrey E, Peyser, Noah D et al.2021 · 7 citationsPloS one. 2021;16(6):e0253120
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