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Non-contrast-enhanced CT texture analysis of primary and metastatic pancreatic ductal adenocarcinomas: value in assessment of histopathological grade and differences between primary and metastatic lesions.
Janisch M, Adelsmayr G, Müller H, Holzinger A, Janek E, Talakic E, Fuchsjäger M, Schöllnast H. Janisch M, et al. Among authors: holzinger a. Abdom Radiol (NY). 2022 Dec;47(12):4151-4159. doi: 10.1007/s00261-022-03646-7. Epub 2022 Sep 14. Abdom Radiol (NY). 2022. PMID: 36104481 Free PMC article.
Causability and explainability of artificial intelligence in medicine.
Holzinger A, Langs G, Denk H, Zatloukal K, Müller H. Holzinger A, et al. Wiley Interdiscip Rev Data Min Knowl Discov. 2019 Jul-Aug;9(4):e1312. doi: 10.1002/widm.1312. Epub 2019 Apr 2. Wiley Interdiscip Rev Data Min Knowl Discov. 2019. PMID: 32089788 Free PMC article. Review.
Measuring the Quality of Explanations: The System Causability Scale (SCS): Comparing Human and Machine Explanations.
Holzinger A, Carrington A, Müller H. Holzinger A, et al. Kunstliche Intell (Oldenbourg). 2020;34(2):193-198. doi: 10.1007/s13218-020-00636-z. Epub 2020 Jan 21. Kunstliche Intell (Oldenbourg). 2020. PMID: 32549653 Free PMC article.
However, in certain domains, e.g., in the medical domain, it is necessary to enable a domain expert to understand, why an algorithm came up with a certain result. ...Explainable AI studies transparency and traceability of opaque AI/ML and there are already a
However, in certain domains, e.g., in the medical domain, it is necessary to enable a domain expert to understand, why an algorithm c …
Analysis of biomedical data with multilevel glyphs.
Müller H, Reihs R, Zatloukal K, Holzinger A. Müller H, et al. Among authors: holzinger a. BMC Bioinformatics. 2014;15 Suppl 6(Suppl 6):S5. doi: 10.1186/1471-2105-15-S6-S5. Epub 2014 May 16. BMC Bioinformatics. 2014. PMID: 25079119 Free PMC article.
Human exposome assessment platform.
Merino Martinez R, Müller H, Negru S, Ormenisan A, Arroyo Mühr LS, Zhang X, Trier Møller F, Clements MS, Kozlakidis Z, Pimenoff VN, Wilkowski B, Boeckhout M, Öhman H, Chong S, Holzinger A, Lehtinen M, van Veen EB, Bała P, Widschwendter M, Dowling J, Törnroos J, Snyder MP, Dillner J. Merino Martinez R, et al. Among authors: holzinger a. Environ Epidemiol. 2021 Dec 3;5(6):e182. doi: 10.1097/EE9.0000000000000182. eCollection 2021 Dec. Environ Epidemiol. 2021. PMID: 34909561 Free PMC article.
Predicting prostate cancer specific-mortality with artificial intelligence-based Gleason grading.
Wulczyn E, Nagpal K, Symonds M, Moran M, Plass M, Reihs R, Nader F, Tan F, Cai Y, Brown T, Flament-Auvigne I, Amin MB, Stumpe MC, Müller H, Regitnig P, Holzinger A, Corrado GS, Peng LH, Chen PC, Steiner DF, Zatloukal K, Liu Y, Mermel CH. Wulczyn E, et al. Among authors: holzinger a. Commun Med (Lond). 2021 Jun 30;1:10. doi: 10.1038/s43856-021-00005-3. eCollection 2021. Commun Med (Lond). 2021. PMID: 35602201 Free PMC article.
Explainability and causability in digital pathology.
Plass M, Kargl M, Kiehl TR, Regitnig P, Geißler C, Evans T, Zerbe N, Carvalho R, Holzinger A, Müller H. Plass M, et al. Among authors: holzinger a. J Pathol Clin Res. 2023 Jul;9(4):251-260. doi: 10.1002/cjp2.322. Epub 2023 Apr 12. J Pathol Clin Res. 2023. PMID: 37045794 Free PMC article. Review.
The augmented radiologist: artificial intelligence in the practice of radiology.
Sorantin E, Grasser MG, Hemmelmayr A, Tschauner S, Hrzic F, Weiss V, Lacekova J, Holzinger A. Sorantin E, et al. Among authors: holzinger a. Pediatr Radiol. 2022 Oct;52(11):2074-2086. doi: 10.1007/s00247-021-05177-7. Epub 2021 Oct 19. Pediatr Radiol. 2022. PMID: 34664088 Free PMC article. Review.
337 results