Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score.
Publication
, Journal Article
COVIDSurg Collaborative,
Published in: Br J Surg
November 11, 2021
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.
Duke Scholars
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Published In
Br J Surg
DOI
EISSN
1365-2168
Publication Date
November 11, 2021
Volume
108
Issue
11
Start / End Page
1274 / 1292
Location
England
Related Subject Headings
- Surgical Procedures, Operative
- Surgery
- SARS-CoV-2
- Risk Assessment
- Models, Statistical
- Machine Learning
- Humans
- Datasets as Topic
- Cohort Studies
- COVID-19
Citation
APA
Chicago
ICMJE
MLA
NLM
COVIDSurg Collaborative, . (2021). Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score. Br J Surg, 108(11), 1274–1292. https://doi.org/10.1093/bjs/znab183
COVIDSurg Collaborative, Takanori. “Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score.” Br J Surg 108, no. 11 (November 11, 2021): 1274–92. https://doi.org/10.1093/bjs/znab183.
COVIDSurg Collaborative. Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score. Br J Surg. 2021 Nov 11;108(11):1274–92.
COVIDSurg Collaborative, Takanori. “Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score.” Br J Surg, vol. 108, no. 11, Nov. 2021, pp. 1274–92. Pubmed, doi:10.1093/bjs/znab183.
COVIDSurg Collaborative. Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score. Br J Surg. 2021 Nov 11;108(11):1274–1292.
Published In
Br J Surg
DOI
EISSN
1365-2168
Publication Date
November 11, 2021
Volume
108
Issue
11
Start / End Page
1274 / 1292
Location
England
Related Subject Headings
- Surgical Procedures, Operative
- Surgery
- SARS-CoV-2
- Risk Assessment
- Models, Statistical
- Machine Learning
- Humans
- Datasets as Topic
- Cohort Studies
- COVID-19