Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score
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Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score. / COVIDSurg Collaborative ; Böttcher, Arne.
In: BRIT J SURG, Vol. 108, No. 11, 11.11.2021, p. 1274-1292.Research output: SCORING: Contribution to journal › SCORING: Journal article › Research › peer-review
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TY - JOUR
T1 - Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score
AU - COVIDSurg Collaborative
AU - Betz, Christian Stephan
AU - Böttcher, Arne
PY - 2021/11/11
Y1 - 2021/11/11
N2 - 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.
AB - 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.
KW - COVID-19/mortality
KW - Cohort Studies
KW - Datasets as Topic
KW - Humans
KW - Machine Learning
KW - Models, Statistical
KW - Risk Assessment
KW - SARS-CoV-2
KW - Surgical Procedures, Operative/mortality
U2 - 10.1093/bjs/znab183
DO - 10.1093/bjs/znab183
M3 - SCORING: Journal article
C2 - 34227657
VL - 108
SP - 1274
EP - 1292
JO - BRIT J SURG
JF - BRIT J SURG
SN - 0007-1323
IS - 11
ER -