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Tobias Zimmermann on Muck Rack

Tobias Zimmermann

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Articles

Training and validation of a 12-lead ECG-based deep-learning model for myocardial infarction subtypes

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By Tobias Zimmermann, Ivo Strebel, Pedro Lopez-Ayala, Sven Knecht, Lea Kirsten, Luca Koechlin, Emel Kaplan, Tiffany Péquignot, Thorald Stolte, Koray Durak, Paolo Bima, Karin Wildi, Michael Christ, Stefan Osswald, Volker Roth, Felix Mahfoud, Jasper Boeddinghaus, Christian Mueller, Wayne Zeng, Kunalish Kulendra, Arnaud Tanguy Champetier, Dominik Lemm
| Nature Verified
Abstract A convolutional neural network was developed to detect acute myocardial infarction (AMI) subtypes from digital 12-lead ECGs. Trained on 173,396 hospitalized patients’ ECGs, the model underwent fine-tuning and internal validation in 7591 patients and external validation in 4370 patients with suspected AMI. Both prospective validation studies employed central diagnostic adjudication.
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smart #2 kommt in verschiedenen Leistungsstufen

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By Tobias Zimmermann
| Top Car News
Gefällt +10 weitere Ähnliche Beiträge smart #2 startet 2026: (fast) alles, was wir aktuell wissen 13 · Alexander Fischer · vor 2 Monaten · Smart Smart #5 Brabus (2026) im Test: Das sympathische Smart-Monster 31 · Alina Mayer · vor 3 Monaten · Smart · Brabus Smart Forfour (2004-2006): Klassiker der Zukunft?
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The cTnI/cTnT Ratio in Myocardial Injury: A Multicohort and Experimental Synthesis

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By Tobias Zimmermann, Luca Koechlin, Joan Walter
| JACC (Journal of the American College of Cardiology)
Get full access to this article View all available purchase options and get full access to this article. Supplementary Material Supplemental Material (mmc1.docx) References 1. Thygesen K., Alpert J.S., Jaffe A.S., et al. Fourth universal definition of myocardial infarction (2018). J Am Coll Cardiol. 2018;72:2231-2264. 2. Byrne R.A., Rossello X., Coughlan J.J., et al. 2023 ESC guidelines for the management of acute coronary syndromes. Eur Heart J. 2023;44:3720-3826. 3.
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