Debbie Kwan, Karen Leslie, David Dubins, Alice Guo, Elnaz Haddadi, Naomi Steenhof
Two for One: Merging Continuing Professional Development and Faculty Development in the CATE Curriculum for Pharmacy Preceptors
The Canadian journal of hospital pharmacy
heart failure hf global health challenge requires innovative diagnostic management approaches rapid evolution deep learning dl healthcare necessitates comprehensive review evaluate developments potential enhance hf evaluation aligning clinical practices technological advancements review aims systematically explore contributions dl technologies assessment hf focusing potential improve diagnostic accuracy personalize treatment strategies address impact comorbidities thorough literature search conducted across four major electronic databases pubmed scopus web science ieee xplore yielding 137 articles subsequently categorized five primary application areas cardiovascular disease cvd classification hf detection image analysis risk assessment clinical analyses selection criteria focused studies utilizing dl algorithms hf assessment limited hf detection extending attempt analyzing interpreting hfrelated data analysis revealed notable emphasis cvd classification hf detection dl algorithms showing significant promise distinguishing affected individuals healthy subjects furthermore review highlights dls capacity identify underlying cardiomyopathies comorbidities underscoring utility refining diagnostic processes tailoring treatment plans individual patient needs review establishes dl key innovation hf management highlighting role advancing diagnostic accuracy personalized care insights provided advocate integration dl clinical settings suggest directions future research enhance patient outcomes hf care