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References from Validation, implementation, and impact of an AI model in routine practice for pathologic diagnosis of prostate cancer in an academic medical center. Local targets link to admitted publications; unresolved targets remain external evidence.
Prostate cancer statistics, 2025
2025 · External reference
Timing of curative treatment for prostate cancer: a systematic review
10.1016/j.eururo.2013.02.024 · 2013 · External reference
Artificial intelligence system shows performance at the level of uropathologists for the detection and grading of prostate cancer in core needle biopsy: an independent external validation study
10.1038/s41379-022-01077-9 · 2022 · External reference
Clinical-grade computational pathology using weakly supervised deep learning on whole slide images
10.1038/s41591-019-0508-1 · 2019 · External reference
An artificial intelligence algorithm for prostate cancer diagnosis in whole slide images of core needle biopsies: a blinded clinical validation and deployment study
10.1016/s2589-7500(20)30159-x · 2020 · External reference
Validation of prostate and breast cancer detection artificial intelligence algorithms for accurate histopathological diagnosis and grading: a retrospective study with a Japanese cohort
10.1016/j.pathol.2024.02.009 · 2024 · External reference
Recommendations for performance evaluation of machine learning in pathology: a concept paper from the College of American Pathologists
10.5858/arpa.2023-0042-cp · 2024 · External reference
Validation and three years of clinical experience in using an artificial intelligence algorithm as a second read system for prostate cancer diagnosis—real-world experience
10.1016/j.jpi.2024.100378 · 2024 · External reference
Clinical deployment of AI for prostate cancer diagnosis
10.1016/s2589-7500(20)30163-1 · 2020 · External reference
Unresolved reference
External reference
Artificial intelligence in digital pathology: a systematic review and meta-analysis of diagnostic test accuracy
10.1038/s41746-024-01106-8 · 2024 · External reference
Fully automated artificial intelligence solution for human epidermal growth factor receptor 2 immunohistochemistry scoring in breast cancer: a multireader study
2024 · External reference
Validation and real-world clinical application of an artificial intelligence algorithm for breast cancer detection in biopsies
10.1038/s41523-022-00496-w · 2022 · External reference
Development and validation of an artificial intelligence-powered platform for prostate cancer grading and quantification
10.1001/jamanetworkopen.2021.32554 · 2021 · External reference
Practical implementation of AI in a non-academic, non-commercial pathology laboratory: real world experience and lessons learned
10.1111/his.15481 · 2025 · External reference
Novel artificial intelligence system increases the detection of prostate cancer in whole slide images of core needle biopsies
10.1038/s41379-020-0551-y · 2020 · External reference
An independent assessment of an artificial intelligence system for prostate cancer detection shows strong diagnostic accuracy
10.1038/s41379-021-00794-x · 2021 · External reference
Artificial intelligence–assisted cancer diagnosis improves the efficiency of pathologists in prostatic biopsies
10.1007/s00428-023-03518-5 · 2023 · External reference
Prospective clinical implementation of Paige prostate detect artificial intelligence assistance in the detection of prostate cancer in prostate biopsies: CONFIDENT P trial implementation of artificial intelligence assistance in prostate cancer detection
2025 · External reference
Evaluation of the use of combined artificial intelligence and pathologist assessment to review and grade prostate biopsies
10.1001/jamanetworkopen.2020.23267 · 2020 · External reference
AI improves accuracy, agreement and efficiency of pathologists for Ki67 assessments in breast cancer
10.1038/s41598-024-51723-2 · 2024 · External reference
Tracking cancer lesions on surgical samples of gastric cancer by artificial intelligent algorithms
10.7150/jca.63879 · 2021 · External reference
Artificial intelligence’s impact on breast cancer pathology: a literature review
10.1186/s13000-024-01453-w · 2024 · External reference
Artificial intelligence in digital pathology -- new tools for diagnosis and precision oncology
10.1038/s41571-019-0252-y · 2019 · External reference
Artificial intelligence for advance requesting of immunohistochemistry in diagnostically uncertain prostate biopsies
10.1038/s41379-021-00826-6 · 2021 · External reference
Artificial intelligence-based triage of large bowel biopsies can improve workflow
10.1016/j.jpi.2022.100181 · 2023 · External reference
Artificial intelligence-based quality assessment of histopathology whole-slide images within a clinical workflow: assessment of ‘PathProfiler’ in a diagnostic pathology setting
10.3390/diagnostics14100990 · 2024 · External reference