Evaluation of Systemic Risk Factors in Patients with Diabetes Mellitus for Detecting Diabetic Retinopathy with Random Forest Classification Model
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.
Authors
- Ayushi Choudhary (ORCID: https://orcid.org/0000-0002-1317-0602)
- Naresh Kumar Yadav (ORCID: https://orcid.org/0000-0002-9370-8002)
- Nikitha Gurram Reddy (ORCID: https://orcid.org/0000-0001-6523-9248)
- Snehal Bavaskar
- Rupal Kathare
- Ramesh Venkatesh (ORCID: https://orcid.org/0000-0002-4479-9390)
- Jay Kumar Chhablani (ORCID: https://orcid.org/0000-0003-1772-3558)
- Padmaja Kumari Rani (ORCID: https://orcid.org/0000-0001-7069-8238)
- Priyanka Gandhi (ORCID: https://orcid.org/0000-0002-9641-2450)
- Vishma Prabhu
- Prathiba Hande
- Rohit Shetty
Institutions
- University of Pittsburgh (US)
- L V Prasad Eye Institute (IN)
- Narayana Nethralaya (IN)
Publication Details
- Journal
- Diagnostics
- Published
- 2024-08-13
- DOI
- https://doi.org/10.3390/diagnostics14161765
- Citations
- 3
- Primary Topic
- Retinal Imaging and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 1.21