BACKGROUND
The prognosis of IDH wild-type glioblastoma (GBM) remains poor, with limited pathological biomarkers for survival prediction. This study aimed to develop a prognostic model using deep learning-based pathological features and characterize its biological relevance.
METHODS
1038 patients with IDH wild-type GB...
Zeyu Ma, Zilong Wang, Bokai Zhao et al.· European Journal of Surgical...· 0 citations
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.
Bo-Kai Zhao, Yi-Yang Zhang, Hanqing Chao et al.· 0 citations
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...
Yuanchi Zhu, Kang An, Tengyue Wang et al.· 0 citations
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