Comparison of machine learning methods with logistic regression analysis in creating predictive models for risk of critical in-hospital events in COVID-19 patients on hospital admission

Autor: Aaron W. Sievering, Peter Wohlmuth, Nele Geßler, Melanie A. Gunawardene, Klaus Herrlinger, Berthold Bein, Dirk Arnold, Martin Bergmann, Lorenz Nowak, Christian Gloeckner, Ina Koch, Martin Bachmann, Christoph U. Herborn, Axel Stang

Publikováno v: BMC Medical Informatics and Decision Making, Vol 22, Iss 1, Pp 1-14 (2022)

Abstract Background Machine learning (ML) algorithms have been trained to early predict critical in-hospital events from COVID-19 using patient data at admission, but little is known on how their performance compares with each other and/or with stati

Externí odkaz: https://doaj.org/article/faf7bce8af36413089cdfd88cfc2965c

Telemedical cardiac risk assessment by implantable cardiac monitors in patients after myocardial infarction with autonomic dysfunction (SMART-MI-DZHK9): a prospective investigator-initiated, randomised, multicentre, open-label, diagnostic trial

Autor: Axel Bauer, ProfMD, Nikolay Sappler, MD, Lukas von Stülpnagel, PhD, Mathias Klemm, MD, Michael Schreinlechner, MD, Felix Wenner, MD, Johannes Schier, MD, Amani Al Tawil, MSc, Theresa Dolejsi, MD, Aresa Krasniqi, MD, Elodie Eiffener, MSc, Christa Bongarth, MD, Markus Stühlinger, MD, Martin Huemer, MD, Tommaso Gori, ProfMD, Reza Wakili, ProfMD, Riza Sahin, MD, Robert Schwinger, MD, Matthias Lutz, MD, Armin Luik, MD, Nele Gessler, MD, Peter Clemmensen, ProfMD, Axel Linke, ProfMD, Lars S Maier, ProfMD, Martin Hinterseer, MD, Mathias C Busch, MD, Florian Blaschke, MD, Stefan Sack, ProfMD, Carsten Lennerz, MSc, Manuela Licka, MD, Roland R Tilz, ProfMD, Christian Ukena, MD, Joachim R Ehrlich, ProfMD, Markus Zabel, ProfMD, Georg Schmidt, ProfMD, Ulrich Mansmann, Prof, Stefan Kääb, ProfMD, Konstantinos D Rizas, MD, Steffen Massberg, ProfMD, Andreas May, Peter Seitzer, Roland Schmidt, Dritan Keta, Viktoria Janke, Christian Schläger, Elisabeth André, Niels Brandt, Alexandra Schön, Alfred Zollner, Luisa Freyer, Wolfgang Hamm, Johannes Beil, Anna Katharina Strüven, Anja Loew, Stephanie Fichtner, Philipp Lange, Aresa Krasniqi, Ulrich Grabmeier, Heidi Estner, Philipp Bengel, Lars Lüthje, Aleksandra Kirova, Thomas Fischer, Leonard Bergau, Jonas Herting, Simon Schlögl, Helge Haarmann, Klaudia Schlögl (Illes), Ekrem Uecer, Sabine Sag, Maria Tafelmeier, Carsten Jungbauer, Sabine Fredersdorf-Hahn, Christina Strack, Benedikt Seither, Joachim Seegers, Dominic Millenaar, Jan Wintrich, Patrick Fischer, Axel Buob, Amjad Razouk, Thomas Demming, Johanne Frank, Constantin Kühl, Ulrike Ellendt, Sarah Sandrock, Julia Gänsbacher, Janosch Cupa, Daniel Sinnecker, Karl-Ludwig Laugwitz, Alexander Steger, Anna Berkefeld, Karin Schinke, Petra Barthel, Michael Dommasch, Maiwand Amadei, Gerhard Hindricks, Danilo Obradovic, Michael Döring, Kerstin Bode, Sebastian Hilbert, Susanne Löbe, Helge Knopp, Sebastian König, Silke John, Katharina Schöne, Philipp Hartung, Christian Binner, Christine Meyer-Zürn, Martin Duckheim, Christian Eick, Fabian Simpfle, Jürgen Schreieck, Lars Mizera, Verena Tscholl, Lisa Steinbeck, Nadija Güc, Anne-Sophie Schatz, Philipp Attanasio, Andrea Heuberger, Mattias Roser, Barbara Bellmann, Patrick Nagel, Sebastian Biewener, Saba Suhail, Benjamin Juri, Christian Meyer, Stephan Wiilems, Christiane Jungen, Susanne Schmitt, Paula Münkerer, Julia Vogler, Lukas Kaiser, Benjamin Schäffer, Moritz Nies, Tobias Tönnis, Nina Fluschnik, Hanno Grahn, Christoph Waldeyer, Shinwan Kany, Nils Arne Sörensen, Simon Winkelmann, Özge Akbulak, Nils Arne Gosau, Tilman Würger, Natalie Arnold, Nele Geßler, Alexander Jobs, Paula Münkler, Stefan Rausch, Jelena Köster, Ben Brüggemann, Amr Abdin, Christian Wacker, Philipp Grotherr, Bastian Fries, Maximilian Faust, Stefanie Steuer, Patrick Swojanowsky, Stephan Willems, Nathaniel Portz, Amar Ujeyl, Matthias Krüger, Robert Gramlich, Till Köhler, Armin Sause, Ina Nover, Athanasios-Panagiotis Ziakos, Veaceslav Ciobanu, Norman Spelsberg, Johannes Siebermair, Amir-Abbas Mahabadi, Miriam Köhler, Nadine Vonderlin, Lisa Riesinger, Edison Abdiu, Anja Bachmann, Marie Frenzel, Astrid Hummel, Kristin Lehnert, Anne Krüger, Franke Busse, Andreas Napp, Dirk Müller-Wieland, Simone Battermann, Philipp Lacour, Tobias Trippel, Nick Lasse Beetz, Leonhard Schleußner, Veronika Zach, Christina Rozados, Harald Mudra, Stephan Staubach, Alexander Illmann, Michael Joner, Matthias Bock, Christof Kolb, Tobias Koch, Rebecca Fröhlich, Carsten Lennerz, Tobias Lenz, Patrick Fuchs, Markus Freißmuth, Christian Grebmer, Jürgen Kuschyk, Malte Kranert, Fabian Fastenrath, Gökhan Yücel, Boris Rudic, Sarah Würfel, Albrecht Römer, Andreas Böhmer, Jörg Honold, Stamatis Georgopoulos, Lukas Gleirscher, Susanne Lederle, Artem Chaplygin, Matthias Pauschinger, Andrea Brinker-Paschke, Jana Kropacek, Lars Eckardt, Christian Ellermann, Niklas Bode, Florian Reinke, Hauke Engelke, Robert Höllriegel, Felix Woitek, Ephraim Winzer, Karim Ibrahim, Christian Pflücke, Georg Ende, Uwe Speiser, Stephan Haußig, Rolf Wachter, Tobias Uhe, Torsten Konrad, Edgar Zitron, Jeton Destani, Fangyi Fu, Samer Al Said, Ziya Kaya, Wilfried Schgör, Thomas Senoner

Publikováno v: The Lancet: Digital Health, Vol 4, Iss 2, Pp e105-e116 (2022)

Summary: Background: Cardiac autonomic dysfunction after myocardial infarction identifies patients at high risk despite only moderately reduced left ventricular ejection fraction. We aimed to show that telemedical monitoring with implantable cardiac

Externí odkaz: https://doaj.org/article/92610b82bf4c49b598be13f614b421d3

Atrial Fibrillation and Transvenous Lead Extraction—A Comprehensive Subgroup Analysis of the GermAn Laser Lead Extraction RegistrY (GALLERY)

Autor: Da-Un Chung, Simon Pecha, Heiko Burger, Omar Anwar, Christian Eickholt, Herbert Nägele, Hermann Reichenspurner, Nele Gessler, Stephan Willems, Christian Butter, Samer Hakmi

Publikováno v: Medicina, Vol 58, Iss 11, p 1685 (2022)

Background: Atrial fibrillation is the most common arrhythmia and has been described as driver of cardiovascular morbidity and risk factor for cardiac device-related complications, as well as in transvenous lead extraction (TLE). Objectives: Aim of t

Externí odkaz: https://doaj.org/article/1aa33533112f4e0cbde48bb716571f08

Transvenous lead extraction in patients with systemic cardiac device–related infection—Procedural outcome and risk prediction: A GALLERY subgroup analysis

Autor: Da-Un Chung, Heiko Burger, Lukas Kaiser, Brigitte Osswald, Volker Bärsch, Herbert Nägele, Michael Knaut, Hermann Reichenspurner, Nele Gessler, Stephan Willems, Christian Butter, Simon Pecha, Samer Hakmi

Publikováno v: Heart Rhythm. 20:181-189

Transvenous lead extraction (TLE) has evolved as one of the most crucial treatment options for patients with cardiac device-related systemic infection (CDRSI).The aim of this study was to characterize the procedural outcome and risk factors of patien

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::4290a64ad5f1d37e8d74ce5409f5c14c
https://doi.org/10.1016/j.hrthm.2022.10.004

Safety and Efficacy of Excimer Laser Powered Lead Extractions in Obese Patients: A GALLERY Subgroup Analysis

Autor: Hakmi, Niklas Schenker, Da-Un Chung, Heiko Burger, Lukas Kaiser, Brigitte Osswald, Volker Bärsch, Herbert Nägele, Michael Knaut, Hermann Reichenspurner, Nele Gessler, Stephan Willems, Christian Butter, Simon Pecha, Samer

Publikováno v: Journal of Clinical Medicine; Volume 12; Issue 12; Pages: 4096

Background: The incidence of cardiac implantable electronic device (CIED)-related complications, as well as the prevalence of obesity, is rising worldwide. Transvenous laser lead extraction (LLE) has grown into a crucial therapeutic option for patien

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=multidiscipl::8fad05cbe531760e4772a855be75b5f2