Machine Learning Risk Prediction of Mortality for Patients Undergoing Surgery With Perioperative Sars-Cov the Covidsurg Mortality Score
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Date
2021
Journal Title
Journal ISSN
Volume Title
Publisher
Oxford Univ Press
Abstract
To support the global restart of elective surgery, data from an international prospective cohort study of 8492 patients (69 countries) was analysed using artificial intelligence (machine learning techniques) to develop a predictive score for mortality in surgical patients with SARS-CoV-2. We found that patient rather than operation factors were the best predictors and used these to create the COVIDsurg Mortality Score (https://covidsurgrisk.app). Our data demonstrates that it is safe to restart a wide range of surgical services for selected patients.
Description
Manatakis, Dimitrios K./0000-0002-1263-8488; Obeidat, Khaled/0000-0003-2685-1009; Gianni', Aldo Bruno/0000-0002-5983-9674; Angelou, Dimitrios/0000-0002-8653-3742; Alconchel, Felipe/0000-0002-5483-0312; Ashmore, Christopher/0000-0003-0244-5241; El-Kassas, Mohamed/0000-0002-3396-6894; Godinho, Manuel/0000-0003-4845-7715; Seiberth, Rose/0000-0002-9051-6224; Litta, Francesco/0000-0003-1415-621X; Garces-Albir, Marina/0000-0001-9474-6521; Egglestone, Anthony/0000-0002-4451-8552; Faria, Carlos Silva/0000-0002-8470-152X; Yalkin, Omer/0000-0003-0311-5885; Isik, Arda/0000-0001-9493-4055; Rojas-Ticona, Javier/0000-0003-4168-5280; Jenkinson, Michael/0000-0003-4587-2139; Wade, Ryckie/0000-0001-8365-6547; Tierney, Sean/0000-0002-1886-7214; Kurihara, Hayato/0000-0002-8826-9631; Narice, Brenda F/0000-0003-0033-6375; Mohammed, Mahmoud M/0000-0002-2690-0790; Ferrara, Francesco/0000-0001-9298-6783; Rosati, Riccardo/0000-0002-2608-5749; Balaguer-Castro, Mariano/0000-0003-3625-6887; Camuera, Maite/0000-0001-6623-5513; 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Tejero-Pintor, Francisco J/0000-0002-8807-8229; Antonelli, Barbara/0000-0001-8435-1294; Bueser, Teofila/0000-0001-9222-1705; Aguado, Hector J/0000-0002-0371-520X; Massey, Lisa/0000-0002-1699-8034; Martin, Benjamin/0000-0001-9321-3651
Keywords
WoS Q
Q1
Scopus Q
Q1
Source
Volume
108
Issue
11
Start Page
1274
End Page
1292
