To evaluate accuracy of Al-driven mass screening of diabetic retinopathy in Ukraine in wartime
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Abstract
Introduction. Diabetic retinopathy (DR) occurs in about a one third of visual disability.
Purpose. To evaluate accuracy of Al-driven mass screening of diabetic retinopathy in Ukraine in wartime.
Matherial and Methods. This study of mass screening of DR using an Al-based software platform was conducted from August 2023 till February 2024 during Russia invasion of Ukraine. One thousand six hundred twelve diabetics (3224 eyes) were involved in the study. All fundus images were analyzed using the artificial intelligence (Al)-based software platform Retina-Al CheckEye©. Receiver operating characteristic (ROC) curve analysis was performed to determine the sensitivity and specificity of the DR diagnosis method.
Results. Signs of DR in at least one eye were detected in 564 diabetics or 35% of the diabetics. No DR signs were detected in 645 individuals (40% of total study subjects). In 806 eyes (25% of total eyes), the results were not obtained due to the features of the optical media and presence of certain eye diseases (in most cases. unilateral cataract, too narrow pupil, corneal opacity). This trial found 93% sensitivity and 88% specificity for the Retina-Al CheckEyc-assisted detection of DR. 169 diabetics (30% of persons with detected DR) learned for the first time that they had diabetic retinopathy.
Conclusions. An Al-based software platform, Retina-Al CheckEye©, has been for the first time developed in Ukraine. The platform was demonstrated to have a high accuracy (93% sensitivity and 88% specificity) in detecting DR. This system may be used during wartime for the mass screening of DR.
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Nevska AO, Pohosian OA, Goncharuk KO, Sofyna DF, Chernenko OO, Tronko KM, Kozhan NЕ, Korol AR. To evaluate accuracy of Al-driven mass screening of diabetic retinopathy in Ukraine in wartime. Матеріали науково-практичної конференції з міжнародною участю «Філатовські читання 2024»; 16-18 травня 2024; Одеса, Україна. Одеса: Бондаренко М.О., 2024. c. 272-273.
