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The Pathomic model provides robust prognostic value for IDH wild-type GBM, linking pathological features to tumor-related biological pathways and supporting clinical decision-making.
Thirty pathology-specific and general-purpose foundation models are benchmarked through 304,920 runs across spatial readouts, magnifications, taxonomic granularities, and evaluation protocols, yielding distinct multidimensional capability profiles.
Evaluation of representative proprietary and open-source vision--language models reveals substantial performance differences and persistent weaknesses in comparative, technical, and multi-evidence reasoning, demonstrating that strong general visual understanding does not yet guarantee reliable industrial-safety reasoni...
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