TY - THES N2 - Type 1 diabetes (T1D) is a chronic disease that requires those who live with it to regularly administer exogenous insulin to maintain blood glucose (BG) within a safe range. Insufficient insulin dosing can cause high glucose, leading to complications such as diabetic retinopathy, neuropathy, and cardiomyopathy. Too much insulin can cause low glucose, and when untreated, lead to coma or death. T1D-related complications can be reduced with proper diet, exercise, and adherence to an insulin dosing regimen. Decision support systems (DSS) can also help optimize glucose management by utilizing artificial intelligence (AI) and physician expertise to suggest adjustments to therapy parameters and behavior. DO - 10.6083/bpxhc42728 DO - doi AB - Type 1 diabetes (T1D) is a chronic disease that requires those who live with it to regularly administer exogenous insulin to maintain blood glucose (BG) within a safe range. Insufficient insulin dosing can cause high glucose, leading to complications such as diabetic retinopathy, neuropathy, and cardiomyopathy. Too much insulin can cause low glucose, and when untreated, lead to coma or death. T1D-related complications can be reduced with proper diet, exercise, and adherence to an insulin dosing regimen. Decision support systems (DSS) can also help optimize glucose management by utilizing artificial intelligence (AI) and physician expertise to suggest adjustments to therapy parameters and behavior. AD - Oregon Health and Science University T1 - Improving decision support in type 1 diabetes management ED - Jacobs, Peter G. ED - Mosquera-Lopez, Clara ED - Wilson, Leah M. ED - Mentor ED - Chair ED - Advisor DA - 2024-02-29 AU - Espinoza, Alejandro Z. L1 - https://digitalcollections.ohsu.edu/record/42728/files/Espinoza.Alejandro.2024.pdf PB - Oregon Health and Science University LA - eng PY - 2024-02-29 ID - 42728 L4 - https://digitalcollections.ohsu.edu/record/42728/files/Espinoza.Alejandro.2024.pdf KW - Decision Support Systems, Clinical KW - Diabetes Mellitus, Type 1 KW - Machine Learning KW - Artificial Intelligence KW - Decision Support Systems, Clinical KW - glucose forecasting KW - postprandial glucose response KW - imbalanced learning TI - Improving decision support in type 1 diabetes management Y1 - 2024-02-29 L2 - https://digitalcollections.ohsu.edu/record/42728/files/Espinoza.Alejandro.2024.pdf LK - https://digitalcollections.ohsu.edu/record/42728/files/Espinoza.Alejandro.2024.pdf UR - https://digitalcollections.ohsu.edu/record/42728/files/Espinoza.Alejandro.2024.pdf ER -