Artificial intelligence in uveitis: A comprehensive review. 2023

Luis F Nakayama, and Lucas Z Ribeiro, and Robyn G Dychiao, and Yuslay F Zamora, and Caio V S Regatieri, and Leo A Celi, and Paolo Silva, and Lucia Sobrin, and Rubens Belfort
Department of Ophthalmology, São Paulo Federal University, São Paulo, SP, Brazil; Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA. Electronic address: luisnaka@mit.edu.

Uveitis is a disease complex characterized by intraocular inflammation of the uvea that is an important cause of blindness and social morbidity. With the dawn of artificial intelligence (AI) and machine learning integration in health care, their application in uveitis creates an avenue to improve screening and diagnosis. Our review identified the use of artificial intelligence in studies of uveitis and classified them as diagnosis support, finding detection, screening, and standardization of uveitis nomenclature. The overall performance of models is poor, with limited datasets and a lack of validation studies and publicly available data and codes. We conclude that AI holds great promise to assist with the diagnosis and detection of ocular findings of uveitis, but further studies and large representative datasets are needed to guarantee generalizability and fairness.

UI MeSH Term Description Entries
D003695 Delivery of Health Care The concept concerned with all aspects of providing and distributing health services to a patient population. Delivery of Dental Care,Health Care,Health Care Delivery,Health Care Systems,Community-Based Distribution,Contraceptive Distribution,Delivery of Healthcare,Dental Care Delivery,Distribution, Non-Clinical,Distribution, Nonclinical,Distributional Activities,Healthcare,Healthcare Delivery,Healthcare Systems,Non-Clinical Distribution,Nonclinical Distribution,Activities, Distributional,Activity, Distributional,Care, Health,Community Based Distribution,Community-Based Distributions,Contraceptive Distributions,Deliveries, Healthcare,Delivery, Dental Care,Delivery, Health Care,Delivery, Healthcare,Distribution, Community-Based,Distribution, Contraceptive,Distribution, Non Clinical,Distributional Activity,Distributions, Community-Based,Distributions, Contraceptive,Distributions, Non-Clinical,Distributions, Nonclinical,Health Care System,Healthcare Deliveries,Healthcare System,Non Clinical Distribution,Non-Clinical Distributions,Nonclinical Distributions,System, Health Care,System, Healthcare,Systems, Health Care,Systems, Healthcare
D006801 Humans Members of the species Homo sapiens. Homo sapiens,Man (Taxonomy),Human,Man, Modern,Modern Man
D000069550 Machine Learning A type of ARTIFICIAL INTELLIGENCE that enable COMPUTERS to independently initiate and execute LEARNING when exposed to new data. Transfer Learning,Learning, Machine,Learning, Transfer
D001185 Artificial Intelligence Theory and development of COMPUTER SYSTEMS which perform tasks that normally require human intelligence. Such tasks may include speech recognition, LEARNING; VISUAL PERCEPTION; MATHEMATICAL COMPUTING; reasoning, PROBLEM SOLVING, DECISION-MAKING, and translation of language. AI (Artificial Intelligence),Computer Reasoning,Computer Vision Systems,Knowledge Acquisition (Computer),Knowledge Representation (Computer),Machine Intelligence,Computational Intelligence,Acquisition, Knowledge (Computer),Computer Vision System,Intelligence, Artificial,Intelligence, Computational,Intelligence, Machine,Knowledge Representations (Computer),Reasoning, Computer,Representation, Knowledge (Computer),System, Computer Vision,Systems, Computer Vision,Vision System, Computer,Vision Systems, Computer
D014602 Uvea The pigmented vascular coat of the eyeball, consisting of the CHOROID; CILIARY BODY; and IRIS, which are continuous with each other. (Cline et al., Dictionary of Visual Science, 4th ed) Uveas
D014605 Uveitis Inflammation of part or all of the uvea, the middle (vascular) tunic of the eye, and commonly involving the other tunics (sclera and cornea, and the retina). (Dorland, 27th ed) Uveitides

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