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Assessment of Clinical Metadata on the Accuracy of Retinal Fundus Image Labels in Diabetic Retinopathy in Uganda: Case-Crossover Study Using the Multimodal Database of Retinal Images in Africa.

Simon ArungaKatharine Elise MorleyTeddy KwagaMichael Gerard MorleyLuis Filipe NakayamaRogers MwavuFred KaggwaJulius SsempiiraLeo Anthony CeliJessica E HabererCelestino Obua
Published in: JMIR formative research (2024)
The sensitivity and specificity scores for the detection of referrable DR were slightly better without metadata, but the difference was not statistically significant. We cannot make definitive conclusions about the impact of metadata on the sensitivity and specificity of image labels in our study. Given the importance of metadata in clinical situations, we believe that metadata may benefit labeling quality. A more rigorous study to determine the sensitivity and specificity of CFP labels with and without metadata is recommended.
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