Quality control stress test for deep learning-based diagnostic model in digital pathology

• A protocol for evaluating robustness to H&E staining variation in computational pathology models

  2026 Journal of Pathology Informatics article Computer Science AI in cancer detection Open access

  0

  citations
• Benchmarking foundation models as feature extractors for weakly supervised computational pathology

  2025 Nature Biomedical Engineering article Computer Science AI in cancer detection Open access

  73

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• Tissue concepts: Supervised foundation models in computational pathology

  2025 Computers in Biology and Medicine article Computer Science AI in cancer detection Open access

  8

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• A Good Feature Extractor Is All You Need for Weakly Supervised Pathology Slide Classification

  2025 Lecture notes in computer science conference-paper Computer Science AI in cancer detection

  3

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• GrandQC: A comprehensive solution to quality control problem in digital pathology

  2024 Nature Communications article Computer Science AI in cancer detection Open access

  69

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• Annotation Practices in Computational Pathology: A European Society of Digital and Integrative Pathology (ESDIP) Survey Study

  2024 Laboratory Investigation article Computer Science AI in cancer detection Open access

  11

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• Next-generation lung cancer pathology: Development and validation of diagnostic and prognostic algorithms

  2024 Cell Reports Medicine article Computer Science AI in cancer detection Open access cited by 1 patent

  29

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• Artificial intelligence in liver cancer — new tools for research and patient management

  2024 Nature Reviews Gastroenterology & Hepatology review Medicine Artificial Intelligence in Healthcare and Education

  69

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• An international multi-institutional validation study of the algorithm for prostate cancer detection and Gleason grading

  2023 npj Precision Oncology article Computer Science AI in cancer detection Open access cited by 1 patent

  34

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• AI in Computational Pathology of Cancer: Improving Diagnostic Workflows and Clinical Outcomes?

  2023 Annual Review of Cancer Biology review Computer Science AI in cancer detection Open access

  42

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• Artificial intelligence for precision medicine in autoimmune liver disease

  2022 Frontiers in Immunology article Medicine Liver Diseases and Immunity Open access

  31

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• Artificial intelligence in histopathology: enhancing cancer research and clinical oncology

  2022 Nature Cancer article Computer Science AI in cancer detection cited by 1 patent

  454

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• Recommendations on compiling test datasets for evaluating artificial intelligence solutions in pathology

  2022 Modern Pathology article Computer Science AI in cancer detection Open access cited by 1 patent

  77

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• Facts and Hopes on the Use of Artificial Intelligence for Predictive Immunotherapy Biomarkers in Cancer

  2022 Clinical Cancer Research article Medicine Radiomics and Machine Learning in Medical Imaging Open access

  56

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• Artificial intelligence to identify genetic alterations in conventional histopathology

  2022 The Journal of Pathology article Computer Science AI in cancer detection Open access

  131

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• Artificial intelligence for detection of microsatellite instability in colorectal cancer—a multicentric analysis of a pre-screening tool for clinical application

  2022 ESMO Open article Computer Science AI in cancer detection Open access cited by 2 patents

  112

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16 results

• Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study

  2021 Journal of Medical Internet Research article Computer Science AI in cancer detection Open access

  64

  citations

1 result