Nuri Balta, Nursultan Japashov, Tannur Bakytkazy, Bagdat Abdikadyr, Kuralay Nurgaliyeva
High school physics teachers' pedagogical discontentment: The effect of curriculum improvement and professional development programs
Heliyon
hypoglycemia common adverse consequence treating diabetes often due suboptimal patient selfcare behavioral interventions health professionals selfcare education helps avoid recurrent hypoglycemic episodes targeting problematic patient behaviors relies timeconsuming investigation reasons behind observed episodes involves manual interpretation personal diabetes diaries communication patients therefore clear motivation automate process using supervised machine learning paradigm manuscript presents feasibility study automatic identification hypoglycemia causes reasons 1885 hypoglycemia events labeled 54 participants type 1 diabetes 21 months period broad range possible predictors extracted describing hypoglycemic episode subjects general selfcare participants routinely collected data glucollector diabetes management platform thereafter possible hypoglycemia reasons categorized two major analysis sections statistical analysis relationships data features selfcare hypoglycemia reasons classification analysis investigating design automated system determine reason hypoglycemia physical activity contributed 45 hypoglycemia reasons real world collected data statistical analysis provided number interpretable predictors different hypoglycemia reasons based selfcare behaviors classification analysis showed performance reasoning system practical settings different objectives f1score recall precision metrics data acquisition characterized incidence distribution various hypoglycemia reasons analyses highlighted many interpretable predictors various hypoglycemia types also feasibility study presented number concerns valuable design decision support system automatic hypoglycemia reason classification therefore automating identification causes hypoglycemia may help objectively target behavioral therapeutic changes patients care