Siyu Chen, Shiying Qiu, Haoran Li, Junhua Zhang, Xiaoqi Wu, Wenjie Zeng, Fuquan Huang
An integrated model for predicting pupils' acceptance of artificially intelligent robots as teachers
Education and information technologies
early identification prediction incident heart failure hf important severe morbidity mortality study aimed predict onset hf among patients diabetes timevarying cox model derived accord clinical trial predict risk incident hf defined hospitalization hf hhf external validation performed patientlevel data harmony outcome trial chronic renal insufficiency cohort cric study model transformed integerbased scoring algorithm 10year risk evaluation stepwise algorithm identified selected predictors demographic characteristics physical examination laboratory results medical history medication health care utilization develop risk prediction model main outcome incident hf defined hhf c statistic brier score used assess model performance total 9649 patients diabetes free hf used median followup 4 years 299 incident hospitalization hf events model identified several predictors 10year hf incidence risk score dmcure sociodemographic education age type 2 diabetes t2dm diagnosis metabolic glycated haemoglobin systolic blood pressure body mass index highdensity lipoproteins diabetesrelated complications myocardial infarction revascularization cardiovascular medications neuropathy hypertension duration albuminuria urine albumintocreatinine ratio end stage kidney disease health care utilization allcause hospitalization emergency room visits risk evaluation among strongest impact factors future hf age t2dm diagnosis health care utilization cardiovascular diseaserelated variables model showed good discrimination c statistic 0838 95 ci 08210855 calibration brier score 0006 95 ci 00060007 accord data good performance validation data harmony c statistic 0881 95 ci 08630899 cric c statistic 0813 95 ci 07940833 10year risk incident hf increased graded fashion 1 quintile 1 score 14 15 quintile 2 score 1523 510 quintile 3 score 2427 1020 quintile 4 score 2833 20 quintile 5 score 33 dmcure model score useful population risk stratification incident hhf among patients t2dm easily applied clinical practice