Abdulaziz Alsolami, Michael Vaughan
Teacher attitudes toward inclusion of students with disabilities in Jeddah elementary schools
PloS one
develop internally validate prediction models future hospital care utilization patients multiple chronic conditions retrospective cohort study teaching hospital netherlands 542 beds adult patients n 18180 received care outpatient clinic 2017 two chronic diagnoses including oncological diagnoses returned hospital care outpatient clinical care 2018 development validation using stratified random splitsample n 12120 development n 6060 internal validation 2 emergency department visits 2018 1 hospitalization 2018 12 outpatient visits 2018 multivariable logistic regression forward selection evaluation models performance showed cstatistics 070 95 ci 069072 hospitalization model 072 95 ci 070074 ed visits model 076 95 074077 outpatient visits model regard calibration agreement lower predicted observed probability models models overestimated probability patients higher predicted probabilities models showed promising results development prediction models future healthcare utilization using data local electronic health records could first step developing automated alert systems electronic health records identifying patients multimorbidity higher risk high healthcare utilization might benefit integrated care approach