Demonstrations of fluent LLM/VLM output and single-benchmark scores
Rigorous measurement of hallucination rate, calibration, and failure modes on real neuro-oncology images
Fluency is easy to showcase; safety-relevant failure characterization is hard and less publishable
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.