Evaluation of Systemic Risk Factors in Patients with Diabetes Mellitus for Detecting Diabetic Retinopathy with Random Forest Classification Model.

Ramesh VenkateshPriyanka GandhiAyushi ChoudharyRupal KathareJay ChhablaniVishma PrabhuSnehal BavaskarPrathiba HandeRohit ShettyNikitha Gurram ReddyPadmaja Kumari RaniNaresh Kumar Yadav

Published in: Diagnostics (Basel, Switzerland) (2024)

The RF model effectively predicts DR in DM patients using systemic risk factors, potentially reducing unnecessary referrals for DR screening. However, further validation with diverse datasets is necessary to establish its reliability for clinical use.

Keyphrases

risk factors
diabetic retinopathy
end stage renal disease
ejection fraction
newly diagnosed
optical coherence tomography
climate change
prognostic factors
deep learning
editorial comment
type diabetes
glycemic control
rna seq
skeletal muscle
drug induced
weight loss