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Interobserver Variability Across Whole-Slide Imaging Systems
Archives of Pathology & Laboratory Medicine
|June 8, 2026
Summary
Evaluating whole-slide images (WSIs) for diagnostic quality shows significant variability among observers and scanners. Establishing uniform standards is crucial for patient safety and AI development in digital pathology.
Area of Science:
- Digital Pathology
- Medical Imaging
- Artificial Intelligence in Healthcare
Background:
- Whole-slide images (WSIs) are critical for diagnostics and AI development.
- Adequate WSI quality is essential, but standards for adequacy are not well-defined.
- Inadequate slides require re-scanning, highlighting the need for clear quality benchmarks.
Purpose of the Study:
- To assess inter-cohort agreement in evaluating WSI quality and diagnostic adequacy.
- To identify variability in WSI quality assessment across different observer groups and scanners.
Main Methods:
- 180 WSIs from 60 slides scanned on three different platforms (Leica GT450, Hamamatsu NanoZoomer S360, Huron TissueScope iQ) were evaluated.
- 12 observers from four groups (attending physicians, fellows, technicians) assessed WSIs for quality (pass/fail).
- Cohen's kappa was calculated to measure interobserver agreement; WSI pass rates were compared across cohorts and scanners.
Main Results:
- Interobserver agreement was generally weak to very poor (Cohen's kappa 0.21-0.4 or <0.2) across most cohorts and scanners.
- Scanner performance rankings varied significantly depending on the observer cohort.
- Technicians favored the GT450, fellows the TissueScope iQ, and attending physicians the NanoZoomer S360.
Conclusions:
- Significant variability exists in WSI quality ratings among observers and cohorts.
- Establishing uniform, reproducible WSI quality standards is vital for patient safety, consistent care, and reliable AI model development.
- Standardization will improve the efficiency of re-scanning subpar slides and ensure AI models are trained on clinically relevant images.
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