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American Heart Association

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AI-CVD: Artificial Intelligence-Enabled Opportunistic Screening of Coronary Artery Calcium Computed Tomography Scans for Predicting CVD Events and All-Cause Mortality: The Multi-Ethnic Study of Atherosclerosis (MESA)

Naghavi Morteza , Yu Ruilin , Branch Andrea , Ma Ning , Roy Sion , Nasir Khurram , Molloi Sabee , Fayad Zahi , Mcconnell Michael , Kakadiaris Ioannis , Zulueta Javier , Reeves Anthony , Maron David , Shah Prediman , Williams Kim , Abela George , Levy Daniel , Wong Nathan , Atlas Kyle , Zhang Chenyu , Atlas Thomas , Henschke Claudia , Yankelevitz David , Budoff Matthew , Fan Wenjun

Presentation/Board Number: Su3047

Scientific Sessions 2024

AI at Heart: Revolutionizing Cardiovascular Imaging

122

AI-CVD vs. PREVENT for Predicting Incident Heart Failure: The Multi-Ethnic Study of Atherosclerosis (MESA)

Naghavi Morteza , Mirjalili Seyed Reza , Atlas Kyle , Zhang Chenyu , Reeves Anthony , Azimi Amir , Wong Nathan

Presentation/Board Number: MP585

Scientific Sessions 2025

From Development to Deployment: Best Practices for Validating AI/ML Models in Healthcare

38

AI-Derived Cardiac Morphometrics from CAC CT for Heart Failure Risk Prediction

Alkhaleefah Mohammad , Balakrishnan Guha , Li Shuo , Nasir Khurram , Al-kindi Sadeer , Gullapelli Rakesh , Bose Budhaditya , Rockers Elijah , Modanwal Gourav , Hoori Ammar , Madabhushi Anant , Wilson David , Patel Kershaw

Presentation/Board Number: MP1354

Scientific Sessions 2025

Transforming Cardiac Risk Assessment Using Imaging and Advanced Prognostic Modeling

37

AI-Derived Retinal Vasculature Features Predict Cardiovascular Risk in Patients with Chronic Kidney Disease: Insights from the CRIC Study

Dhamdhere Rohan , Modanwal Gourav , Rahman Mahboob , Al-kindi Sadeer , Madabhushi Anant

Presentation/Board Number: MDP1572

Scientific Sessions 2024

Prediction in Cardiometabolic Disease

146

AI-driven Aortic Valve Calcification Measurement in Coronary Artery Calcium Scan Detects Aortic Stenosis Comparably to Human Experts: An AI-CVD Study within the Framingham Heart Study

Naghavi Morteza , Atlas Kyle , Zhang Chenyu , Reeves Anthony , Atlas Thomas , Wasserthal Jakob , Yankelevitz David , Henschke Claudia , Wong Nathan

Presentation/Board Number: MP840

Scientific Sessions 2025

Aortic Stenosis Reimagined: Innovations in Diagnosis, Prognostication, and Treatment Paradigms

31

AI-Driven Electrocardiographic Detection and Subtyping of Hypertrophic Cardiomyopathy: A Deep Learning Approach Using 12-Lead ECGs

Soh Moon Seung , Yu Taehyung , Na Yeongyeon , Joo Sunghoon , Shin Joon-han

Presentation/Board Number: MP372

Scientific Sessions 2025

Artificial Intelligence in ECG and Biosignal Analysis: Enhancing Cardiovascular Diagnostics and Risk Prediction

31

AI-Driven Electrocardiographic Risk Stratification for Ventricular Arrhythmias in Hypertrophic Cardiomyopathy: A Systematic Review and Meta-Analysis

Kumar Harendra , Georgiyeva Kateryna

Presentation/Board Number: MP2783

Scientific Sessions 2025

Innovation & Precision Medicine in Hypertrophic Cardiomyopathy

37

AI-driven Electromagnetic Field Therapy to Reduce Global Disability in Patients with Subacute Ischemic Stroke: Trajectory of Potential Benefit in the EMAGINE 1 Trial

Saver Jeffrey , Duncan Pam , Stein Joel , Cramer Steven , Bornstein Natan

Presentation/Board Number: WP117

International Stroke Conference 2025

Clinical Rehabilitation and Recovery Posters I

122

AI-Driven Gait Classification for Peripheral Artery Disease (PAD) Detection Using Machine Learning and Nonlinear Gait Dynamics

Mohammadzadeh Gonabadi Arash , Fallahtafti Farahnaz , Pipinos Iraklis , Burnfield Judith , Myers Sara

Presentation/Board Number: Fri013

Basic Cardiovascular Sciences 2025

Poster Session and Reception 3

93

AI-Driven Health Systems: Transforming Care Quality, Efficiency, and Outcomes

Maddox Thomas , Adejumo Philip

Presentation/Board Number:

Scientific Sessions 2025

Smarter Care, Healthier Hearts: AI’s Role in the Future of Cardiovascular Medicine

55

AI-Driven Identification and Outreach for Familial Hypercholesterolemia: Early Results from the FIND-FH Initiative at a Single Academic Center

Furman Benjamin , Kulp David , Kim Kain , Lam Shivani , Sperling Laurence , Eapen Danny

Presentation/Board Number: MP586

Scientific Sessions 2025

From Development to Deployment: Best Practices for Validating AI/ML Models in Healthcare

43

AI-driven Measurement of Myosteatosis in Coronary Artery Calcium Scans Predicts Atrial Fibrillation and Heart Failure. An AI-CVD Study within the Multi-Ethnic Study of Atherosclerosis (MESA)

Naghavi Morteza , Wong Nathan , Vliegenthart Rozemarijn , Mcconnell Michael , Maron David , Branch Andrea , Kloner Robert , Mechanick Jeffrey , Ma Ning , Yip Rowena , Fan Wenjun , Azimi Amir , Roy Sion , Nasir Khurram , Molloi Sabee , Fayad Zahi , Kakadiaris Ioannis , Abela George , Narula Jagat , Williams Kim , Shah Prediman , Benjamin Emelia , Atlas Kyle , Levy Daniel , Zhang Chenyu , Reeves Anthony , Atlas Thomas , Yankelevitz David , Mirjalili Seyed Reza , Henschke Claudia

Presentation/Board Number: MP560

Scientific Sessions 2025

Artificial Intelligence in Imaging and Multimodal Biomarkers: Advancing Precision Diagnostics and Prognostics

36