Open access
Aug 2026
CBEC: a simple retrieval-based framework for population-grounded prediction reliability estimation in chest X-ray diagnosis
It is suggested that case-level consistency provides a meaningful practical signal for reliability estimation in medical imaging, whose relationship to the classical epistemic–aleatoric decomposition warrants further theoretical investigation across broader clinical settings.
Muhannad Faleh Alanazi, B. Z. Shakhreet, Hattan Ali A. Asiri et al.
· Scientific Reports · 0 citations