Automated and Accessible Diagnosis of Age-related Macular Degeneration: a Comparative Analysis of the impact of machine learning models in clinical diagnostic Workflows.
Qingyu ChenTiarnan D. KeenanAlexis AllotSanjeeb BhandariGeoff BroadheadChantal Cousineau-KriegerEllen DavisWilliam G. GensheimerDavid GrasicSeema GuptaEleni KonstantinouTania LambaMichele MaibergerArnold OshinskyBrittany PowellBoonkit PurtSoo ShinHillary SteifelAlisa T. ThavikulwatKeith WroblewskiSirisha KoiralaTom MurickanMichael F. ChiangMichelle R. HribarEmily Y. ChewZhiyong LuPublished in: AMIA (2022)
Keyphrases
- machine learning models
- medical diagnostic
- clinically relevant
- disease diagnosis
- differential diagnosis
- clinical diagnosis
- age related macular degeneration
- diagnostic process
- medical diagnosis
- traditional chinese medicine
- diagnostic tests
- spam filtering
- machine learning algorithms
- machine learning approaches
- computer aided diagnosis systems
- model based diagnosis
- diagnostic reasoning
- computer aided
- clinical decision support systems
- diagnostic imaging
- clinical databases
- early diagnosis
- heart disease
- medical experts
- cardiovascular disease
- data mining
- retinal images
- learning models
- machine learning methods
- machine learning
- medical knowledge
- pigmented skin lesions
- artificial neural networks
- bayesian networks