ARAS performance for detecting normal fundus and retinal abnormalities
Accuracy | Sensitivity | Specificity | Positive predictive value | Negative predictive value | |
Normal fundus | 0.76 (0.74, 0.77) | 0.57 (0.55, 0.59) | 0.99 (0.98, 0.99) | 0.99 (0.98, 0.99) | 0.65 (0.63, 0.67) |
Referable diabetic retinopathy | 0.93 (0.92, 0.94) | 0.87 (0.82, 0.91) | 0.93 (0.92, 0.94) | 0.51 (0.46, 0.56) | 0.99 (0.98, 0.99) |
Referable hypertensive retinopathy | 1.00 (1.00, 1.00) | 0.75 (0.19, 0.99) | 1.00 (1.00, 1.00) | 0.33 (0.07, 0.70) | 1.00 (1.00, 1.00) |
Glaucomatous optic neuropathy | 0.93 (0.92, 0.94) | 0.95 (0.93, 0.97) | 0.92 (0.91, 0.93) | 0.65 (0.62, 0.69) | 0.99 (0.99, 1.00) |
Pathological myopia | 0.93 (0.92, 0.93) | 0.85 (0.81, 0.87) | 0.94 (0.93, 0.95) | 0.74 (0.70, 0.77) | 0.97 (0.96, 0.97) |
Retinal vein occlusion | 0.99 (0.99, 1.00) | 0.79 (0.67, 0.89) | 1.00 (0.99, 1.00) | 0.82 (0.70, 0.91) | 1.00 (0.99, 1.00) |
Retinal detachment | 1.00 (1.00, 1.00) | 0.00 (0.00, 0.71) | 1.00 (1.00, 1.00) | / | 1.00 (1.00, 1.00) |
Macular holes | 1.00 (0.99, 1.00) | 0.75 (0.35, 0.97) | 1.00 (0.99, 1.00) | 0.38 (0.15, 0.65) | 1.00 (1.00, 1.00) |
Macular oedema | 0.97 (0.96, 0.97) | 0.92 (0.88, 0.96) | 0.97 (0.96, 0.97) | 0.62 (0.56, 0.67) | 1.00 (0.99, 1.00) |
Central serous chorioretinopathy | 1.00 (1.00, 1.00) | 1.00 (0.03, 1.00) | 1.00 (1.00, 1.00) | 0.14 (0.00, 0.58) | 1.00 (1.00, 1.00) |
Epiretinal membranes | 0.94 (0.93, 0.95) | 0.96 (0.92, 0.99) | 0.94 (0.93, 0.95) | 0.41 (0.36, 0.47) | 1.00 (1.00, 1.00) |
Retinitis pigmentosa | 1.00 (1.00, 1.00) | 0.91 (0.59, 1.00) | 1.00 (1.00, 1.00) | 0.56 (0.31, 0.78) | 1.00 (1.00, 1.00) |
Retinal drusen | 0.93 (0.92, 0.94) | 0.71 (0.64, 0.78) | 0.94 (0.93, 0.95) | 0.38 (0.32, 0.43) | 0.98 (0.98, 0.99) |
Macular neovascularisation | 0.98 (0.98, 0.99) | 0.62 (0.38, 0.82) | 0.99 (0.98, 0.99) | 0.21 (0.12, 0.33) | 1.00 (1.00, 1.00) |
Geographic atrophy | 1.00 (0.99, 1.00) | 0.20 (0.03, 0.56) | 1.00 (1.00, 1.00) | 0.40 (0.05, 0.85) | 1.00 (1.00, 1.00) |
ARAS, airdoc retinal artificial intelligence system.