Articles producció científicaEnginyeria Informàtica i Matemàtiques

Real-world outcomes of a clinical decision support system for diabetic retinopathy in Spain

  • Datos identificativos

    Identificador:  imarina:9261219
    Autores:  Romero-Aroca, Pedro; Verges, Raquel; Maarof, Najlaa; Vallas-Mateu, Aida; Latorre, Alex; Moreno-Ribas, Antonio; Sagarra-Alamo, Ramon; Basora-Gallisa, Josep; Cristiano, Julian; Baget-Bernaldiz, Marc
    Resumen:
    Objective The aim of present study was to evaluate our clinical decision support system (CDSS) for predicting risk of diabetic retinopathy (DR). We selected randomly a real population of patients with type 2 diabetes (T2DM) who were attending our screening programme.Methods and analysis The sample size was 602 patients with T2DM randomly selected from those who attended the DR screening programme. The algorithm developed uses nine risk factors: current age, sex, body mass index (BMI), duration and treatment of diabetes mellitus (DM), arterial hypertension, Glicated hemoglobine (HbA1c), urine-albumin ratio and glomerular filtration.Results The mean current age of 67.03 +/- 10.91, and 272 were male (53.2%), and DM duration was 10.12 +/- 6.4 years, 222 had DR (35.8%). The CDSS was employed for 1 year. The prediction algorithm that the CDSS uses included nine risk factors: current age, sex, BMI, DM duration and treatment, arterial hypertension, HbA1c, urine-albumin ratio and glomerular filtration. The area under the curve (AUC) for predicting the presence of any DR achieved a value of 0.9884, the sensitivity of 98.21%, specificity of 99.21%, positive predictive value of 98.65%, negative predictive value of 98.95%, alpha error of 0.0079 and beta error of 0.0179.Conclusion Our CDSS for predicting DR was successful when applied to a real population.
  • Otros:

    Enlace a la fuente original: https://bmjophth.bmj.com/content/7/1/e000974-0
    Referencia de l'ítem segons les normes APA: Romero-Aroca, Pedro; Verges, Raquel; Maarof, Najlaa; Vallas-Mateu, Aida; Latorre, Alex; Moreno-Ribas, Antonio; Sagarra-Alamo, Ramon; Basora-Gallisa, J (2022). Real-world outcomes of a clinical decision support system for diabetic retinopathy in Spain. Bmj Open Ophthalmol, 7(1), e000974-. DOI: 10.1136/bmjophth-2022-000974
    Referencia al articulo segun fuente origial: Bmj Open Ophthalmol. 7 (1): e000974-
    DOI del artículo: 10.1136/bmjophth-2022-000974
    Año de publicación de la revista: 2022
    Entidad: Universitat Rovira i Virgili
    Versión del articulo depositado: info:eu-repo/semantics/publishedVersion
    Fecha de alta del registro: 2025-01-28
    Autor/es de la URV: CRISTIANO RODRÍGUEZ, JULIÁN EFRÉN / Moreno Ribas, Antonio / Romero Aroca, Pedro
    Departamento: Enginyeria Informàtica i Matemàtiques
    URL Documento de licencia: https://repositori.urv.cat/ca/proteccio-de-dades/
    Tipo de publicación: Journal Publications
    Autor según el artículo: Romero-Aroca, Pedro; Verges, Raquel; Maarof, Najlaa; Vallas-Mateu, Aida; Latorre, Alex; Moreno-Ribas, Antonio; Sagarra-Alamo, Ramon; Basora-Gallisa, Josep; Cristiano, Julian; Baget-Bernaldiz, Marc
    Acceso a la licencia de uso: https://creativecommons.org/licenses/by/3.0/es/
    Áreas temáticas: Ophthalmology
    Direcció de correo del autor: antonio.moreno@urv.cat, pedro.romero@urv.cat
  • Palabras clave:

    Validation
    Telemedicine
    Spain
    Screening intervals
    Risk-assessment
    Risk factors
    Retina
    Optimization
    Model
    Male
    Hypertension
    Humans
    Glycated hemoglobin a
    Glycated hemoglobin
    Frequency
    Female
    Epidemiology
    Diagnostic tests/investigation
    Diabetic retinopathy
    Diabetes mellitus
    type 2
    Decision support systems
    clinical
    Albumins
    Ophthalmology
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