000042728 001__ 42728 000042728 005__ 20240312123616.0 000042728 0247_ $$2doi$$a10.6083/bpxhc42728 000042728 037__ $$aETD 000042728 041__ $$aeng 000042728 245__ $$aImproving decision support in type 1 diabetes management 000042728 260__ $$bOregon Health and Science University 000042728 269__ $$a2024-02-29 000042728 336__ $$aThesis 000042728 502__ $$bM.S. 000042728 502__ $$gBiomedical Engineering 000042728 520__ $$aType 1 diabetes (T1D) is a chronic disease that requires those who live with it to regularly administer exogenous insulin to maintain blood glucose (BG) within a safe range. Insufficient insulin dosing can cause high glucose, leading to complications such as diabetic retinopathy, neuropathy, and cardiomyopathy. Too much insulin can cause low glucose, and when untreated, lead to coma or death. T1D-related complications can be reduced with proper diet, exercise, and adherence to an insulin dosing regimen. Decision support systems (DSS) can also help optimize glucose management by utilizing artificial intelligence (AI) and physician expertise to suggest adjustments to therapy parameters and behavior. 000042728 540__ $$fCC BY 000042728 542__ $$fIn copyright - single owner 000042728 650__ $$aDecision Support Systems, Clinical$$032052 000042728 650__ $$aDiabetes Mellitus, Type 1$$017673 000042728 650__ $$aMachine Learning$$011449 000042728 650__ $$aArtificial Intelligence$$015109 000042728 650__ $$aDecision Support Systems, Clinical$$032052 000042728 651__ $$aOregon$$041094 000042728 6531_ $$aglucose forecasting 000042728 6531_ $$apostprandial glucose response 000042728 6531_ $$aimbalanced learning 000042728 691__ $$aSchool of Medicine$$041369 000042728 692__ $$aDepartment of Biomedical Engineering$$041397 000042728 7001_ $$aEspinoza, Alejandro Z.$$uOregon Health and Science University$$041354$$10000-0003-4615-7508 000042728 7201_ $$aJacobs, Peter G.$$uOregon Health and Science University$$041354$$eMentor$$7Personal 000042728 7201_ $$aMosquera-Lopez, Clara$$uOregon Health and Science University$$041354$$eChair$$7Personal 000042728 7201_ $$aWilson, Leah M.$$uOregon Health and Science University$$041354$$eAdvisor$$7Personal 000042728 8564_ $$913cb8be2-e846-4712-943d-a5a8c209813c$$s4582078$$uhttps://digitalcollections.ohsu.edu/record/42728/files/Espinoza.Alejandro.2024.pdf 000042728 909CO $$ooai:digitalcollections.ohsu.edu:42728$$pstudent-work 000042728 980__ $$aTheses and Dissertations 000042728 981__ $$aPublished$$b2024-03-12