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Machine learning-based prediction model for myocardial ischemia under high altitude exposure: a cohort study.


ABSTRACT: High altitude exposure increases the risk of myocardial ischemia (MI) and subsequent cardiovascular death. Machine learning techniques have been used to develop cardiovascular disease prediction models, but no reports exist for high altitude induced myocardial ischemia. Our objective was to establish a machine learning-based MI prediction model and identify key risk factors. Using a prospective cohort study, a predictive model was developed and validated for high-altitude MI. We consolidated the health examination and self-reported electronic questionnaire data (collected between January and June 2022 in 920th Joint Logistic Support Force Hospital of china) of soldiers undergoing high-altitude training, along with the health examination and second self-reported electronic questionnaire dat

SUBMITTER: Chen Y 

PROVIDER: S-EPMC10770400 | biostudies-literature | 2024 Jan

REPOSITORIES: biostudies-literature