Author, as appears in the article.: Romero-Aroca, Pedro; Verges, Raquel; Pascual-Fontanilles, Jordi; Valls, Aida; Franch-Nadal, Josep; Mundet, Xavier; Moreno, Antonio; Basora, Josep; Garcia-Curto, Eugeni; Baget-Bernaldiz, Marc
Department: Enginyeria Informàtica i Matemàtiques
URV's Author/s: Moreno Ribas, Antonio / Pascual Fontanilles, Jordi / Romero Aroca, Pedro / Valls Mateu, Aïda / Vergés Pujol, Raquel
Keywords: Validation Specificity Sensitivity Screening frequency Risk-assessment Optimization Model Microaneurysm turnover Interval Diabetic retinopathy Artificial intelligence Algorithm
Abstract: (1) Background: Although DR screening is effective, one of its most significant problems is a lack of attendance. The aim of the present study was to demonstrate the effectiveness of our algorithm in predicting the development of any type of DR and referable DR. (2) Methods: A retrospective study with an 11-year follow-up of a population of 120,389 T2DM patients was undertaken. (3) Results: Applying the results of the algorithm showed an AUC of 0.93 (95% CI, 0.92-0.94) for any DR and 0.90 (95% CI, 0.89-0.91) for referable DR. Therefore, we achieved a promising level of agreement when applying our algorithm. (4) Conclusions: The algorithm is useful for predicting which patients may develop referable forms of DR and also any type of DR. This would allow a personalized screening plan to be drawn up for each patient.
Thematic Areas: Medicine, general & internal Internal medicine Clinical biochemistry
licence for use: https://creativecommons.org/licenses/by/3.0/es/
Author's mail: raquel.vergesp@estudiants.urv.cat jordi.pascual@urv.cat jordi.pascual@urv.cat antonio.moreno@urv.cat pedro.romero@urv.cat aida.valls@urv.cat
Author identifier: 0000-0003-2693-0612 0000-0002-7528-5819 0000-0002-7528-5819 0000-0003-3945-2314 0000-0002-7061-8987 0000-0003-3616-7809
Record's date: 2024-10-12
Papper version: info:eu-repo/semantics/publishedVersion
Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
Papper original source: Diagnostics. 14 (8): 833-
APA: Romero-Aroca, Pedro; Verges, Raquel; Pascual-Fontanilles, Jordi; Valls, Aida; Franch-Nadal, Josep; Mundet, Xavier; Moreno, Antonio; Basora, Josep; Gar (2024). Referable Diabetic Retinopathy Prediction Algorithm Applied to a Population of 120,389 Type 2 Diabetics over 11 Years Follow-Up. Diagnostics, 14(8), 833-. DOI: 10.3390/diagnostics14080833
Entity: Universitat Rovira i Virgili
Journal publication year: 2024
Publication Type: Journal Publications
Repositori URV