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Translational Medicine / 转化医学Foundation Models in Pathology

Faisal Mahmood

PhD

🏢Harvard Medical School / Brigham and Women's Hospital🌐USA

Associate Professor of Pathology

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👥Biography 个人简介

Faisal Mahmood leads the development of CONCH and other foundation models for computational pathology that can analyze whole slide images across cancer types without task-specific training. His vision-language pathology models have demonstrated zero-shot and few-shot capabilities for cancer classification, grading, and molecular subtyping. His lab has pioneered multimodal AI approaches integrating pathology images with genomic and clinical data for comprehensive cancer characterization.

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🧪Research Fields 研究领域

CONCH foundation model
Multimodal pathology AI
Pan-cancer computational pathology
Survival prediction AI
Whole slide image analysis

🎓Key Contributions 主要贡献

Representative Works 代表性著作

📄Data Sources 数据来源

Last updated: 2026-04-01 | All information from publicly available academic sources

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