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For: Olsson H, Kartasalo K, Mulliqi N, Capuccini M, Ruusuvuori P, Samaratunga H, Delahunt B, Lindskog C, Janssen EAM, Blilie A, Egevad L, Spjuth O, Eklund M; ISUP Prostate Imagebase Expert Panel. Estimating diagnostic uncertainty in artificial intelligence assisted pathology using conformal prediction. Nat Commun 2022;13:7761. [PMID: 36522311 DOI: 10.1038/s41467-022-34945-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 11/08/2022] [Indexed: 12/16/2022]  Open
Number Cited by Other Article(s)
1
Egevad L, Camilloni A, Delahunt B, Samaratunga H, Eklund M, Kartasalo K. The Role of Artificial Intelligence in the Evaluation of Prostate Pathology. Pathol Int 2025;75:213-220. [PMID: 40226937 PMCID: PMC12101047 DOI: 10.1111/pin.70015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Revised: 01/31/2025] [Accepted: 04/07/2025] [Indexed: 04/15/2025]
2
Xu J, Wang H, Lu M, Bi H, Li D, Xue Z, Zhang Q. An accurate and trustworthy deep learning approach for bladder tumor segmentation with uncertainty estimation. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2025;263:108645. [PMID: 39954510 DOI: 10.1016/j.cmpb.2025.108645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2024] [Revised: 01/19/2025] [Accepted: 02/02/2025] [Indexed: 02/17/2025]
3
Ji X, Salmon R, Mulliqi N, Khan U, Wang Y, Blilie A, Olsson H, Pedersen BG, Sørensen KD, Ulhøi BP, Kjosavik SR, Janssen EAM, Rantalainen M, Egevad L, Ruusuvuori P, Eklund M, Kartasalo K. Physical Color Calibration of Digital Pathology Scanners for Robust Artificial Intelligence-Assisted Cancer Diagnosis. Mod Pathol 2025;38:100715. [PMID: 39826798 DOI: 10.1016/j.modpat.2025.100715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 12/19/2024] [Accepted: 01/08/2025] [Indexed: 01/22/2025]
4
Sreenivasan AP, Vaivade A, Noui Y, Khoonsari PE, Burman J, Spjuth O, Kultima K. Conformal prediction enables disease course prediction and allows individualized diagnostic uncertainty in multiple sclerosis. NPJ Digit Med 2025;8:224. [PMID: 40275055 PMCID: PMC12022056 DOI: 10.1038/s41746-025-01616-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Accepted: 04/04/2025] [Indexed: 04/26/2025]  Open
5
Zhang X, Wang T, Yan C, Najdawi F, Zhou K, Ma Y, Cheung YM, Malin BA. Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images. RESEARCH SQUARE 2025:rs.3.rs-5723270. [PMID: 40195980 PMCID: PMC11975025 DOI: 10.21203/rs.3.rs-5723270/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2025]
6
He Q, Xu Y, Huang Q, Wang Y, Ye J, He Y, Li J, Zhu L, Wang Z, Guan T. Unveiling pathology-related predictive uncertainty of glomerular lesion recognition using prototype learning. J Biomed Inform 2025;161:104745. [PMID: 39746430 DOI: 10.1016/j.jbi.2024.104745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2024] [Revised: 10/21/2024] [Accepted: 11/02/2024] [Indexed: 01/04/2025]
7
Szolnoky K, Nordström T, Eklund M. Tomorrow's patient management: LLMs empowered by external tools. Nat Rev Urol 2024:10.1038/s41585-024-00965-w. [PMID: 39567680 DOI: 10.1038/s41585-024-00965-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2024]
8
Yang M, Zhuang J, Hu W, Li J, Wang Y, Zhang Z, Liu C, Chen H. Enhancing Patient Selection in Sepsis Clinical Trials Design Through an AI Enrichment Strategy: Algorithm Development and Validation. J Med Internet Res 2024;26:e54621. [PMID: 39231425 PMCID: PMC11411223 DOI: 10.2196/54621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 04/22/2024] [Accepted: 07/21/2024] [Indexed: 09/06/2024]  Open
9
Liu F. Data Science Methods for Real-World Evidence Generation in Real-World Data. Annu Rev Biomed Data Sci 2024;7:201-224. [PMID: 38748863 DOI: 10.1146/annurev-biodatasci-102423-113220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/25/2024]
10
Harris C, Olshvang D, Chellappa R, Santhanam P. Obesity prediction: Novel machine learning insights into waist circumference accuracy. Diabetes Metab Syndr 2024;18:103113. [PMID: 39243515 DOI: 10.1016/j.dsx.2024.103113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Revised: 08/27/2024] [Accepted: 08/28/2024] [Indexed: 09/09/2024]
11
Eklund M. Artificial intelligence for scoring prostate MRI: ready for prospective evaluation. Lancet Oncol 2024;25:827-828. [PMID: 38876122 DOI: 10.1016/s1470-2045(24)00284-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 05/10/2024] [Accepted: 05/15/2024] [Indexed: 06/16/2024]
12
Arvidsson McShane S, Norinder U, Alvarsson J, Ahlberg E, Carlsson L, Spjuth O. CPSign: conformal prediction for cheminformatics modeling. J Cheminform 2024;16:75. [PMID: 38943219 PMCID: PMC11214261 DOI: 10.1186/s13321-024-00870-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Accepted: 06/11/2024] [Indexed: 07/01/2024]  Open
13
Williams DKA, Graifman G, Hussain N, Amiel M, Tran P, Reddy A, Haider A, Kavitesh BK, Li A, Alishahian L, Perera N, Efros C, Babu M, Tharakan M, Etienne M, Babu BA. Digital pathology, deep learning, and cancer: a narrative review. Transl Cancer Res 2024;13:2544-2560. [PMID: 38881914 PMCID: PMC11170525 DOI: 10.21037/tcr-23-964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 03/24/2024] [Indexed: 06/18/2024]
14
Wei ML, Tada M, So A, Torres R. Artificial intelligence and skin cancer. Front Med (Lausanne) 2024;11:1331895. [PMID: 38566925 PMCID: PMC10985205 DOI: 10.3389/fmed.2024.1331895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 02/26/2024] [Indexed: 04/04/2024]  Open
15
Yang M, Chen H, Hu W, Mischi M, Shan C, Li J, Long X, Liu C. Development and Validation of an Interpretable Conformal Predictor to Predict Sepsis Mortality Risk: Retrospective Cohort Study. J Med Internet Res 2024;26:e50369. [PMID: 38498038 PMCID: PMC10985608 DOI: 10.2196/50369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 10/16/2023] [Accepted: 01/24/2024] [Indexed: 03/19/2024]  Open
16
Kanwal N, López-Pérez M, Kiraz U, Zuiverloon TCM, Molina R, Engan K. Are you sure it's an artifact? Artifact detection and uncertainty quantification in histological images. Comput Med Imaging Graph 2024;112:102321. [PMID: 38199127 DOI: 10.1016/j.compmedimag.2023.102321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 11/08/2023] [Accepted: 12/12/2023] [Indexed: 01/12/2024]
17
Wang M, Lin T, Wang L, Lin A, Zou K, Xu X, Zhou Y, Peng Y, Meng Q, Qian Y, Deng G, Wu Z, Chen J, Lin J, Zhang M, Zhu W, Zhang C, Zhang D, Goh RSM, Liu Y, Pang CP, Chen X, Chen H, Fu H. Uncertainty-inspired open set learning for retinal anomaly identification. Nat Commun 2023;14:6757. [PMID: 37875484 PMCID: PMC10598011 DOI: 10.1038/s41467-023-42444-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 10/11/2023] [Indexed: 10/26/2023]  Open
18
Wong S, Simmons A, Villicana JR, Barnett S. Estimating Patient-Level Uncertainty in Seizure Detection Using Group-Specific Out-of-Distribution Detection Technique. SENSORS (BASEL, SWITZERLAND) 2023;23:8375. [PMID: 37896469 PMCID: PMC10611125 DOI: 10.3390/s23208375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 09/29/2023] [Accepted: 10/05/2023] [Indexed: 10/29/2023]
19
Agten A, Blázquez-Moreno A, Crabbe M, Tuefferd M, Goehlmann H, Geys H, Peng CY, Claes J, Neyens T, Faes C. Measures of spatial heterogeneity in the liver tissue micro-environment as predictive factors for fibrosis score. Comput Biol Med 2023;165:107382. [PMID: 37634463 DOI: 10.1016/j.compbiomed.2023.107382] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 08/02/2023] [Accepted: 08/14/2023] [Indexed: 08/29/2023]
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