HPV/outcome radiomics papers proliferate with high internal AUCs
External, multicenter validation of any single-center imaging-AI claim is rare
Internal radiomics is publishable from one retrospective cohort; external validation needs shared data + effort
This is an educational research resource from Resonant Labs, not clinical advice. Atlas assessments are heuristic, not probabilities or formal GRADE ratings. Findings are summarized from the literature and may change as the field evolves.