Machine Learning Algorithms Exceed Comorbidity Indices in Prediction of Short-Term Complications After Hip Fracture Surgery

ML algorithms offer an improved method to holistically calculate preoperative risk of patient morbidity, mortality, and discharge destination. Through continued validation, risk calculators using these algorithms may inform medical decision making to providers and payers.

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Institutions

Publication Details

Journal
Journal of the American Academy of Orthopaedic Surgeons
Published
2024-11-19
DOI
https://doi.org/10.5435/jaaos-d-23-01144
Citations
3
Primary Topic
Hip and Femur Fractures
Type
article
Field-Weighted Citation Impact
1.72

Funders

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article

Machine Learning Algorithms Exceed Comorbidity Indices in Prediction of Short-Term Complications After Hip Fracture Surgery

Edward C. Beck, Joseph N. Liu, Milton T. M. Little, Ryan C. Godwin et al.
3 citations
Journal of the American Academy of Orthopaedic Surgeons
Hip and Femur Fractures
1.72
article

Machine Learning Algorithms Exceed Comorbidity Indices in Prediction of Short-Term Complications After Hip Fracture Surgery

Edward C. Beck, Joseph N. Liu, Milton T. M. Little, Ryan C. Godwin, Dev M. Patel, Avinesh Agarwalla, Anirudh K. Gowd, Brian Robert Waterman
article en
3 citations

Abstract

ML algorithms offer an improved method to holistically calculate preoperative risk of patient morbidity, mortality, and discharge destination. Through continued validation, risk calculators using these algorithms may inform medical decision making to providers and payers.

Journal of the American Academy of Orthopaedic SurgeonsVol. 33(11)
Cedars-Sinai Medical Center (US), Orthopaedic Trauma Association (US)
Orthopaedic Trauma Association
Reduced inequalities
Openalex Percentile: Top 14%
Hip and Femur Fractures
1.72
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