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Author

Bo-Kai Zhao

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Jul 2026

Risk stratification of IDH-wildtype glioblastoma: Deep learning on histopathology images and biological interpretation.

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. · 0 citations
Preprint Aug 2026

CellPath-Bench: A Multidimensional Benchmark for Whole-Slide Cellular Representations in Pathology Foundation Models

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
Preprint Aug 2026

SafeSceneReason: A Multimodal Reasoning Benchmark Connecting Industrial Hazards with Accident Knowledge

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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