Yuqing Mao, Randolph A Miller, Olivier Bodenreider, Vinh Nguyen, Kin Wah Fung
Two complementary AI approaches for predicting UMLS semantic group assignment: heuristic reasoning and deep learning
Journal of the American Medical Informatics Association : JAMIA
observational study direct indirect moderator mediator relationships sociodemographic age gender life partner education level income length treatment psychological hospital anxiety depression scale hads variables satisfaction hospital care eortc inpatsat32 adult advanced cancer patients investigated study sample consisted 75 hospitalized advanced cancer patients recruited zagreb university hospital centre sestre milosrdnice university hospital centre 2015 statistically significant negative correlations found hads elementary school education level well satisfaction variables satisfaction physicians nurses organization moderate high statistically significant positive correlations found elementary school level satisfaction variables gender level education appeared significant moderator variables relationship hads satisfaction nurse care significant mediator effects sociodemographic variables correlation hads satisfaction care male participants disturbed emotionally satisfied nurses participants elementary high school levels education lower scores hads satisfied nurses participants university level education higher hads scores lower level satisfaction nurses