UM - RQS 2.0 with RRLs

UM - RQS 2.0 with RRLs provides a standardized evaluation framework that extends the Radiomics Quality Score to incorporate fairness, explainability, quality control, harmonization and a nine-stage Radiomics Readiness Levels (RRLs) scale to assess radiomics study rigor and support translation into precision oncology.

Key Features:

• Enhanced Evaluation Framework: Integrates fairness, explainability, quality control, and harmonization into RQS 2.0 to evaluate radiomics study design and reporting.
• Radiomics Readiness Levels (RRLs): Implements a nine-stage framework that delineates incremental development and maturity stages for radiomics research toward clinical implementation.
• Structured Clinical Translation Pathway: Provides benchmarks and a staged pathway to inform progression from basic radiomics research to clinical application in precision oncology.

Scientific Applications:

• Precision Oncology: Evaluates radiomics studies to ensure results are reliable, reproducible, and applicable to personalized cancer treatment strategies.
• Research Rigor and Quality Control: Establishes benchmarks for data quality, analytical methods, reproducibility, fairness, and explainability in radiomics research.

Methodology:

The methodology performs a comprehensive assessment of radiomics studies across dimensions including data quality, analytical methods, reproducibility, and harmonization, and assigns studies to a nine-level Radiomics Readiness Levels (RRLs) scale to track progress toward clinical readiness.