Article

A Multimodal Clinical Decision Support System for Retinal Diseases Detection and Personalized Disease Progression and Severity Analysis

2026-04-01

Abstract excerpt

<title>Abstract</title> <p>Objectives Clinical Decision Support Systems (CDSSs) have potential to enhance retinal diagnosis from optical coherence tomography (OCT) scans. However, current CDSSs face three critical limitations. Firstly, high-performing CDSSs require extensive preprocessing and fail with speckle, noise-like pattern formed from light scattering off retinal microstructures. Secondly, current CDSSs d...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: c3ec37b1-f618-5d0a-828f-0255acb77a15
DOI: 10.21203/rs.3.rs-9004546/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A Multimodal Clinical Decision Support System for Retinal Diseases Detection and Personalized Disease Progression and Severity AnalysisDOI 10.21203/rs.3.rs-9004546/v1Read

Datasheet for the IDHea Primary Eye Care Dataset: A Real-World Ocular Imaging Resource for ResearchSemantic proximity Read

Eye Disease Classification from OCT ImagesSemantic proximity Read

Datasheet for the IDHea Primary Care Screening Dataset: A Real-World Ocular Imaging Resource for ResearchSemantic proximity Read

One Size Fits All? Comparing Foundation and Task-specific Models for Retinal Fluid SegmentationSemantic proximity Read

Predicting optical coherence tomography-derived diabetic macular edema grades from fundus photographs using deep learning.Semantic proximity Read

UWF-FM: A Foundation Model for Comprehensive Ultra-Widefield Retinal AssessmentSemantic proximity Read

Toward Personalized Diabetic Retinopathy Screening: Deep Learning Fundus Image Analysis and Clinical Risk FactorsSemantic proximity Read

The German National Cohort: Ophthalmological Assessment, Baseline Profile and Potential for AI-based Eye ResearchSemantic proximity Read

Evaluating ChatGPT-4’s Role in Diagnosing and Grading Diabetic Retinopathy from Fundus ImagesSemantic proximity Read

An Interpretable Clinical Decision Support System aims to stage Age-Related Macular Degeneration using deep learning and imaging biomarkersSemantic proximity Read

Cost-Effective 3D Reconstruction of Retinal Vasculature from 2D OCTA B-Scans: A Software-Based Approach with Layer-Specific InsightsSemantic proximity Read

Comparing tangible retinal image characteristics with deep learning features reveals their complementarity for gene association and disease predictionSemantic proximity Read