Machine learning for prediction of in-hospital mortality in COVID-19 patients: results from an Italian multicentre study

被引：0

作者：

Paris, Sara ^{[1
]}

Inciardi, Riccardo Maria ^{[1
]}

Specchia, Claudia ^{[1
]}

Vezzoli, Marika ^{[1
]}

Oriecuia, Chiara ^{[1
]}

Lombardi, Carlo Mario ^{[1
]}

Murillo, Natalia Herrera ^{[1
]}

Pagnesi, Matteo ^{[1
]}

Tomasoni, Daniela ^{[1
]}

Ameri, Pietro ^{[2
]}

Carubelli, Valentina ^{[1
]}

Agostoni, Piergiuseppe ^{[3
]}

Canale, Claudia ^{[2
]}

Carugo, Stefano ^{[4
]}

Danzi, Giambattista ^{[5
]}

Di Pasquale, Mattia ^{[1
]}

Sarullo, Filippo ^{[6
]}

La Rovere, Maria Teresa ^{[7
]}

Mortara, Andrea ^{[8
]}

Piepoli, Massimo ^{[9
,10
]}

Porto, Italo ^{[2
]}

Sinagra, Gianfranco ^{[11
]}

Volterrani, Maurizio ^{[12
]}

Gnecchi, Massimiliano ^{[13
]}

Leonardi, Sergio ^{[13
]}

Merlo, Marco ^{[11
]}

Iorio, Annamaria ^{[14
]}

Giovinazzo, Stefano ^{[2
]}

Bellasi, Antonio ^{[15
]}

Zaccone, Gregorio ^{[1
]}

Camporotondo, Rita ^{[13
]}

Catagnano, Francesco ^{[8
,13
]}

Dalla Vecchia, Laura ^{[16
]}

Maccagni, Gloria ^{[1
]}

Mapelli, Massimo ^{[3
]}

Margonato, Davide ^{[8
,16
]}

Monzo, Luca ^{[17
]}

Nuzzi, Vincenzo ^{[11
]}

Pozzi, Andrea ^{[14
]}

Provenzale, Giovanni ^{[4
]}

Tedino, Chiara ^{[1
]}

Guazzi, Marco ^{[18
]}

Senni, Michele ^{[14
]}

Metra, Marco ^{[1
]}

机构：

[1] Univ Brescia, Dipartimento Specialita Med Chirurg Sci Radiol &, ASST Spedali Civili Brescia, Cardiol, Brescia, Italy

[2] Univ Genoa, IRCCS Osped Policlin San Martino, Dipartimento Med Interna, Genoa, Italy

[3] Univ Milan, Ctr Cardiol, Div Cardiol Monzino, Milan, Italy

[4] Univ Milan, ASST Santi Paolo & Carlo, Osped San Paolo, Div Cardiol, Milan, Italy

[5] Osped Maggiore Cremona, Div Cardiol, Cremona, Italy

[6] Buccheri Ferla Osped Fatebenefratelli, Unita Riabilitaz Cardiol, Palermo, Italy

[7] Ist Sci Pavia, Ist Clin Sci Maugeri, Dipartimento Cardiol, IRCCS, Pavia, Italy

[8] Policlin Monza, Dipartimento Cardiol, Monza, Italy

[9] AUSL Piacenza, Osped G Saliceto, Heart Failure Unit, Piacenza, Italy

[10] Inst Life Sci, Sant Anna Sch Adv Studies, Pisa, Italy

[11] Azienda Sanit Univ Integrata, Dipartimento Cardiol, Trieste, Italy

[12] IRCCS San Raffaele Pisana, Dipartimento Sci Med, Rome, Italy

[13] Univ Pavia, Fdn IRCCS Policlin San Matteo, Div Cardiol, Dipartimento Sci Med & Malattie Infett, Pavia, Italy

[14] Osped Papa Giovanni XXIII, Dipartimento Cardiovasc, Unita Cardiol, Bergamo, Italy

[15] Osped Papa Giovanni XXIII, Unita Innovaz & Brand Reputat, Bergamo, Italy

[16] Ist Sci Milano, IRCCS, Ist Clin Sci Maugeri, Dipartimento Cardiol, Milan, Italy

[17] Policlin Casilino, Ist Clin Casal Palocco, Dipartimento Cardiol, Rome, Italy

[18] Univ Milan, Heart Failure Unit, Dipartimento Cardiol, IRCCS Osped San Donato, Milan, Italy

来源：

EUROPEAN HEART JOURNAL SUPPLEMENTS | 2021年 / 23卷 / SUPPL G期

关键词：

D O I：

暂无

中图分类号：

R5 [内科学];

学科分类号：

1002 ; 100201 ;

摘要：

554

引用

页数：2

共 50 条

[31] Model Prediction for In-Hospital Mortality in Patients with COVID-19: A Case-Control Study in Isfahan, Iran
Abdollahpour, Ibrahim
Aguilar-Palacio, Isabel
Gonzalez-Garcia, Juan
Vaseghi, Golnaz
Otroj, Zahra
Manteghinejad, Amirreza
Mosayebi, Azam
Salimi, Yahya
Javanmard, Shaghayegh Haghjooy
AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2021, 104 (04): : 1476 - 1483
[32] Prediction model for in-hospital mortality in patients at high altitudes with ARDS due to COVID-19
Lima, David Rene Rodriguez
Ramos, Cristhian Rubio
Velasco, Andres Felipe Yepes
Cortes, Leonardo Andres Gomez
Rojas, Dario Isaias Pinilla
Rondon, Angela Maria Pinzon
Sternberg, angela Maria Ruiz
PLOS ONE, 2023, 18 (10):
[33] Clinical stability and in-hospital mortality prediction in COVID-19 patients presenting to the Emergency Department
Gavelli, Francesco
Castello, Luigi M.
Bellan, Mattia
Azzolina, Danila
Hayden, Eyal
Beltrame, Michela
Galbiati, Alessandra
Gardino, Clara A.
Gastaldello, Maria L.
Giolitti, Francesca
Labella, Emanuela
Patrucco, Filippo
Sainaghi, Pier P.
Avanzi, Gian C.
MINERVA MEDICA, 2021, 112 (01) : 118 - 123
[34] Machine learning prediction for mortality of patients diagnosed with COVID-19: a nationwide Korean cohort study
An, Chansik
Lim, Hyunsun
Kim, Dong-Wook
Chang, Jung Hyun
Choi, Yoon Jung
Kim, Seong Woo
SCIENTIFIC REPORTS, 2020, 10 (01)
[35] Use of machine learning to assess the prognostic utility of radiomic features for in-hospital COVID-19 mortality
Yuming Sun
Stephen Salerno
Xinwei He
Ziyang Pan
Eileen Yang
Chinakorn Sujimongkol
Jiyeon Song
Xinan Wang
Peisong Han
Jian Kang
Michael W. Sjoding
Shruti Jolly
David C. Christiani
Yi Li
Scientific Reports, 13 (1)
[36] Use of machine learning to assess the prognostic utility of radiomic features for in-hospital COVID-19 mortality
Sun, Yuming
Salerno, Stephen
He, Xinwei
Pan, Ziyang
Yang, Eileen
Sujimongkol, Chinakorn
Song, Jiyeon
Wang, Xinan
Han, Peisong
Kang, Jian
Sjoding, Michael W.
Jolly, Shruti
Christiani, David C.
Li, Yi
SCIENTIFIC REPORTS, 2023, 13 (01):
[37] Machine learning prediction for mortality of patients diagnosed with COVID-19: a nationwide Korean cohort study
Chansik An
Hyunsun Lim
Dong-Wook Kim
Jung Hyun Chang
Yoon Jung Choi
Seong Woo Kim
Scientific Reports, 10
[38] Systemic Inflammatory Predictors of In-Hospital Mortality in COVID-19 Patients: A Retrospective Study
Kudlinski, Bartosz
Zgola, Dominika
Stolinska, Marta
Murkos, Magdalena
Kania, Jagoda
Nowak, Pawel
Noga, Anna
Wojciech, Magdalena
Zaborniak, Gabriel
Zembron-Lacny, Agnieszka
DIAGNOSTICS, 2022, 12 (04)
[39] Azvudine reduces the in-hospital mortality of COVID-19 patients:A retrospective cohort study
Kaican Zong
Hui Zhou
Wen Li
E Jiang
Yi Liu
Shiying Li
Acta Pharmaceutica Sinica B, 2023, (11) : 4655 - 4660
[40] Electrocardiographic Findings and In-Hospital Mortality of COVID-19 Patients; a Retrospective Cohort Study
Aghajani, Mohammad Haji
Toloui, Amirmohammad
Aghamohammadi, Moazzameh
Pourhoseingholi, Asma
Taherpour, Niloufar
Sistanizad, Mohammad
Neishaboori, Arian Madani
Asadpoordezaki, Ziba
Miri, Reza
ARCHIVES OF ACADEMIC EMERGENCY MEDICINE, 2021, 9 (01) : 1 - 11

← 1 2 3 4 5 →