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The Chronic Heart Failure Evolutions: Different Fates and Routes

Piergiuseppe Agostoni,Mattia Chiesa,Elisabetta Salvioni,Michele Emdin,Massimo Piepoli,Gianfranco Sinagra,Michele Senni,Alice Bonomi,Stamatis Adamopoulos,Dimitris Miliopoulos,Massimo Mapelli,Jeness Campodonico,Umberto Attanasio,Anna Apostolo,Emanuele Pestrin, Agostino Rossoni,Damiano Magri,Stefania Paolillo,Ugo Corra,Rosa Raimondo,Antonio Cittadini,Annamaria Iorio,Andrea Salzano,Rocco Lagioia,Carlo Vignati,Roberto Badagliacca,Pasquale Perrone Filardi,Michele Correale,Enrico Perna,Marco Metra,Gaia Cattadori,Marco Guazzi,Giuseppe Limongelli,Gianfranco Parati,Fabiana De Martino,Maria Vittoria Matassini,Francesco Bandera,Maurizio Bussotti,Federica Re,Carlo M. Lombardi,Angela B. Scardovi,Susanna Sciomer,Andrea Passantino,Caterina Santolamazza,Davide Girola,Claudio Passino,Marlus Karsten,Savina Nodari,Giulio Pompilio, MECKI Score Res Grp

ESC HEART FAILURE（2025）

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Key words
Cardiopulmonary exercise test,Heart failure,Prognosis,Topological data analysis
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