Jaymi N Russo, Emily R Griese, Valerie J Bares
Examining the Prevalence and Impact of Peer Victimization and Social Support for Rural Youth
South Dakota medicine : the journal of the South Dakota State Medical Association
explore factors affecting delayed medical decisionmaking older patients acute ischemic stroke ais using logistic regression analysis light gradient boosting machine lightgbm algorithm compare two predictive models crosssectional study conducted among 309 older patients aged 60 underwent ais demographic characteristics stroke onset characteristics previous stroke knowledge level health literacy social network recorded data separately inputted logistic regression analysis lightgbm algorithm build predictive models delay medical decisionmaking among older patients ais five parameters accuracy recall f1 score auc precision compared two models medical decisionmaking delay rate older patients ais 7476 factors affecting medical decisionmaking delay identified logistic regression lightgbm algorithm follows stroke severity stroke recognition previous stroke knowledge health literacy social network common factors mode onset logistic regression model reaction others lightgbm algorithm lightgbm model demonstrated superior performance achieving higher auc 0909 study used advanced lightgbm algorithm enable early identification delay medical decisionmaking groups older patients ais identified influencing factors provide critical insights development early prevention intervention strategies reduce delay medical decisionsmaking among older patients ais promote patients health lightgbm algorithm optimal model predicting delay medical decisionmaking among older patients ais