Challenges in developing and validating machine learning models for TAVI mortality risk prediction: reply

Andreas Leha; Cynthia Huber; Tim Friede; Timm Bauer; Andreas Beckmann; Raffi Bekeredjian; Sabine Bleiziffer; Eva Herrmann; Helge Möllmann; Thomas Walther; Friedhelm Beyersdorf; Christian Hamm; Arnaud Künzi; Stephan Windecker; Stefan Stortecky; Ingo Kutschka; Gerd Hasenfuß; Stephan Ensminger; Christian Frerker; Tim Seidler

doi:10.1093/ehjdh/ztad065

Challenges in developing and validating machine learning models for TAVI mortality risk prediction: reply

Eur Heart J Digit Health. 2023 Nov 8;5(1):3-5. doi: 10.1093/ehjdh/ztad065. eCollection 2024 Jan.

Authors

Andreas Leha^{1

2}, Cynthia Huber¹, Tim Friede^{1

2}, Timm Bauer³, Andreas Beckmann^{4

5}, Raffi Bekeredjian⁶, Sabine Bleiziffer⁷, Eva Herrmann^{8

9}, Helge Möllmann¹⁰, Thomas Walther¹¹, Friedhelm Beyersdorf^{12

13}, Christian Hamm^{14

15}, Arnaud Künzi¹⁶, Stephan Windecker¹⁷, Stefan Stortecky¹⁷, Ingo Kutschka¹⁸, Gerd Hasenfuß^{2

19}, Stephan Ensminger^{20

21}, Christian Frerker^{21

22}, Tim Seidler^{2

19}

Affiliations

¹ Department of Medical Statistics, University Medical Center Göttingen, Humboldtallee 32, 37073 Göttingen, Germany.
² DZHK (German Center for Cardiovascular Research), Partner Site Göttingen, Robert-Koch str. 40, 37075 Göttingen, Germany.
³ Department of Cardiology, Sana Klinikum Offenbach, Starkenburgring 66, 63069 Offenbach am Main, Germany.
⁴ German Society for Thoracic and Cardiovascular Surgery, Langenbeck-Virchow-Haus, Luisenstraße 58/59, 10117 Berlin, Germany.
⁵ Department for Cardiac and Pediatric Cardiac Surgery, Heart Center Duisburg, EVKLN, Gerrickstr. 21, 47137 Duisburg, Germany.
⁶ Department of Cardiology, Robert-Bosch-Krankenhaus, Auerbachstraße 110, 70376 Stuttgart, Germany.
⁷ Clinic for Thoracic and Cardiovascular Surgery, Heart and Diabetes Center Northrhine-Westphalia, Georgstr 11, 32545 Bad Oeynhausen, Germany.
⁸ Goethe University Frankfurt, Department of Medicine, Institute of Biostatistics and Mathematical Modelling, Theodor-Stern-Kai 7, 60590 Frankfurt Main, Germany.
⁹ DZHK (German Centre for Cardiovascular Research), Partner Site Rhine/Main, Theodor-Stern-Kai 7, 60590 Frankfurt Main, Germany.
¹⁰ Department of Cardiology, St.-Johannes-Hospital Dortmund, Johannesstrasse 9-17, 44137 Dortmund, Germany.
¹¹ Department of Cardiothoracic Surgery, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt, Germany.
¹² Medical Faculty of the Albert-Ludwigs-University Freiburg, University Hospital Freiburg, Hugstetterstr. 55, 79106 Freiburg, Germany.
¹³ Department of Cardiovascular Surgery, Heart Centre Freiburg University, Freiburg, Germany.
¹⁴ Department of Cardiology and Angiology, University Hospital Gießen, Klinikstr. 33, 35392 Gießen, Germany.
¹⁵ Department of Cardiology, Kerckhoff Heart and Thorax Center, Benekestraße 2-8, D-61231 Bad Nauheim, Germany.
¹⁶ CTU Bern, University of Bern, Mittelstrasse 43, 3012 Bern, Switzerland.
¹⁷ Department of Cardiology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland.
¹⁸ Clinic for Cardiothoracic and Vascular Surgery/Heart Center, University Medical Center Göttingen, Robert-Koch Str. 40, 37075 Göttingen, Germany.
¹⁹ Clinic for Cardiology and Pulmonology, Heart Center, University Medical Center Göttingen, Robert-Koch Str. 40, 37075 Göttingen, Germany.
²⁰ Department of Cardiac and Thoracic Vascular Surgery, University Heart Center Lübeck, Ratzeburger Allee 160, 23538 Lübeck, Germany.
²¹ DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Lübeck, Germany.
²² Department of Cardiology, University Heart Center Lübeck, Ratzeburger Allee 160, 23538 Lübeck, Germany.

No abstract available