Development of a machine learning-based predictive model for intraoperative hypothermia risk during radical surgery for oral cancer

The ML-based RF model provides reliable prediction of intraoperative hypothermia risk in oral cancer surgery. Surgical duration and baseline temperature emerged as key risk factors, offering targets for perioperative risk stratification and intervention.

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Publication Details

Journal
American Journal of Translational Research
Published
2025-01-01
DOI
https://doi.org/10.62347/rigs6581
Citations
1
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
Field-Weighted Citation Impact
1.36
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article

Development of a machine learning-based predictive model for intraoperative hypothermia risk during radical surgery for oral cancer

Hao Duan
1 citations
American Journal of Translational Research
Radiomics and Machine Learning in Medical Imaging
1.36
article

Development of a machine learning-based predictive model for intraoperative hypothermia risk during radical surgery for oral cancer

Hao Duan
article en
1 citations

Abstract

The ML-based RF model provides reliable prediction of intraoperative hypothermia risk in oral cancer surgery. Surgical duration and baseline temperature emerged as key risk factors, offering targets for perioperative risk stratification and intervention.

American Journal of Translational ResearchVol. 17(8)
Chinese People 's Liberation Army No. 85 Hospital (CN)
Openalex Percentile: Top 16%
Radiomics and Machine Learning in Medical Imaging
1.36
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Development of a machine learning-based predictive model for intraoperative hypothermia risk during radical surgery for oral cancer — Hao Duan · American Journal of Translational Research (2025) | TGRS Research Map | TGRS