Portal de Periódicos da CAPES

Machine learning‐based prediction of in‐hospital death for patients with takotsubo syndrome: The InterTAK‐ML model

2023; Elsevier BV; Volume: 25; Issue: 12 Linguagem: Inglês

10.1002/ejhf.2983

1879-0844

Ovidio De Filippo, Victoria L. Cammann, Corrado Pancotti, Davide Di Vece, Angelo Silverio, Victor Schweiger, David Niederseer, Konrad A. Szawan, Michael Würdinger, Iva Koleva, Veronica Dusi, Michele Bellino, Carmine Vecchione, Guido Parodi, Eduardo Bossone, Sebastiano Gili, Michael Neuhaus, Jennifer Franke, Benjamin Meder, Miłosz Jaguszewski, Michel Noutsias, Maike Knorr, Thomas Jansen, Wolfgang Dichtl, Dirk von Lewinski, Christof Burgdorf, Behrouz Kherad, Carsten Tschöpe, Annahita Sarcon, Jerold S. Shinbane, Lawrence Rajan, Guido Michels, Roman Pfister, Alessandro Cuneo, Claudius Jacobshagen, Mahir Karakas, Wolfgang Köenig, Alexander Pott, Philippe Meyer, Marco Roffi, Adrian Banning, Mathias Wolfrum, Florim Cuculi, Richard Kobza, Thomas Fischer, Tuija Vasankari, Juhani Airaksinen, L. Christian Napp, Rafał Dworakowski, Philip MacCarthy, Christoph Kaiser, Stefan Osswald, Leonarda Galiuto, Christina Chan, Paul Bridgman, Daniel Beug, Clément Delmas, Olivier Lairez, Ekaterina Gilyarova, Alexandra Shilova, Mikhail Gilyarov, Ibrahim El‐Battrawy, İbrahim Akın, Karolína Poledníková, Petr Toušek, David E. Winchester, Michael Massoomi, Jan Gałuszka, Christian Ukena, Gregor Poglajen, Pedro Carrilho‐Ferreira, Christian Hauck, Carla Paolini, Claudio Bilato, Yoshio Kobayashi, Ken Kato, Iwao Ishibashi, Toshiharu Himi, Jehangir Din, Ali Saad Al-Shammari, Abhiram Prasad, Charanjit S. Rihal, Kan Liu, P. Christian Schulze, Matteo Bianco, Lucas Jörg, Hans Rickli, Gonçalo Pestana, Thanh H. Nguyen, Michael Böhm, Lars S. Maier, Fausto J. Pinto, Petr Widimský, Stephan B. Felix, Ruediger C. Braun‐Dullaeus, Wolfgang Rottbauer, Gerd Hasenfuß, Burkert Pieske, Heribert Schunkert, Monika Budnik, Grzegorz Opolski, Hölger Thiele, Johann Bauersachs, John D. Horowitz, Carlo Di Mario, Francesco Bruno, William K.F. Kong, Mayank Dalakoti, Yoichi Imori, Thomas Münzel, Filippo Crea, Thomas F. Lüscher, Jeroen J. Bax, Frank Ruschitzka, Gaetano Maria De Ferrari, Piero Fariselli, Jelena R. Ghadri, Rodolfo Citro, Fabrizio D’Ascenzo, Christian Templin,

Cardiac Imaging and Diagnostics

Takotsubo syndrome (TTS) is associated with a substantial rate of adverse events. We sought to design a machine learning (ML)-based model to predict the risk of in-hospital death and to perform a clustering of TTS patients to identify different risk profiles.