Status: awaiting_review. Rule: atlas-profile-2.0.
8 linked publications; not a count of independent studies.
Missing appraisal does not mean no evidence exists. Inspect the full profile and source relationships in the interactive Atlas.
Historical grade: SPECULATION (retained from 22 September 2026; not a completed profile 2.0 assessment).
Generalist medical AI and pathology/retina foundation models show strong transfer; promise for label-efficient neuroimaging
GPT-4V and medical VLMs show inconsistent/poor accuracy on real image-based radiology questions; hallucination and calibration unquantified in neuro-oncology
Risk of premature clinical trust; opportunity if rigorously measured
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.