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This paper is in the following e-collection/theme issue:

Generative and Multimodal AI in Digital Cardiovascular Medicine (11) Clinical Informatics (2375) Clinical Information and Decision Making (3869) Machine Learning (3322) Cardiac Risk and Cardiac Risk Calculators (184)

Published on in Vol 9 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/80569, first published .
AI dashboard shows 82% admission risk in a hospital emergency room

Serial 12-Lead Electrocardiogram–Based Deep-Learning Model for Hospital Admission Prediction in Emergency Department Cardiac Presentations: Retrospective Cohort Study

Serial 12-Lead Electrocardiogram–Based Deep-Learning Model for Hospital Admission Prediction in Emergency Department Cardiac Presentations: Retrospective Cohort Study

Authors of this article:

Arda Altintepe1 Author Orcid Image ;   Kutsev Bengisu Ozyoruk2 Author Orcid Image
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Journals

  1. Kyung H, Suh D, Lee J, Kwon H. On-Device ECG and Vital-Sign Prediction of 24-Hour Mortality and Unplanned ICU Admission in Emergency Department Patients: A Retrospective Evaluation of MEDI-AI. Diagnostics 2026;16(19):3153 View

Conference Proceedings

  1. Zhang J, Wei Z, Liu S, Lin G, Sun L, He F. Proceedings of the 2026 2nd International Conference on Health Big Data. An ECG-EHR In-Hospital Mortality Risk Prediction Method Based on Multimodal Fusion View