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Automated curation of large-scale cancer histopathology image datasets using deep learning.

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Title: Automated curation of large-scale cancer histopathology image datasets using deep learning.
Authors: Hilgers L; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany., Ghaffari Laleh N; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany., West NP; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK., Westwood A; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK., Hewitt KJ; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany., Quirke P; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK., Grabsch HI; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.; Department of Pathology, GROW - Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands., Carrero ZI; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany., Matthaei E; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany., Loeffler CML; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany., Brinker TJ; Digital Biomarkers for Oncology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany., Yuan T; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany., Brenner H; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany.; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany., Brobeil A; Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.; Tissue Bank, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany., Hoffmeister M; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany., Kather JN; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.
Source: Histopathology [Histopathology] 2024 Jun; Vol. 84 (7), pp. 1139-1153. Date of Electronic Publication: 2024 Feb 26.
Publication Type: Journal Article
Journal Info: Publisher: Blackwell Scientific Publications Country of Publication: England NLM ID: 7704136 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1365-2559 (Electronic) Linking ISSN: 03090167 NLM ISO Abbreviation: Histopathology Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Automated curation of large-scale cancer histopathology image datasets using deep learning.
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  Data: <searchLink fieldCode="AU" term="%22Hilgers+L%22">Hilgers L</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Ghaffari+Laleh+N%22">Ghaffari Laleh N</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22West+NP%22">West NP</searchLink>; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.<br /><searchLink fieldCode="AU" term="%22Westwood+A%22">Westwood A</searchLink>; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.<br /><searchLink fieldCode="AU" term="%22Hewitt+KJ%22">Hewitt KJ</searchLink>; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Quirke+P%22">Quirke P</searchLink>; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.<br /><searchLink fieldCode="AU" term="%22Grabsch+HI%22">Grabsch HI</searchLink>; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.; Department of Pathology, GROW - Research Institute for Oncology and Reproduction, Maastricht University Medical Center+, Maastricht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Carrero+ZI%22">Carrero ZI</searchLink>; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Matthaei+E%22">Matthaei E</searchLink>; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Loeffler+CML%22">Loeffler CML</searchLink>; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Brinker+TJ%22">Brinker TJ</searchLink>; Digital Biomarkers for Oncology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Yuan+T%22">Yuan T</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Brenner+H%22">Brenner H</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany.; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Brobeil+A%22">Brobeil A</searchLink>; Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.; Tissue Bank, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Hoffmeister+M%22">Hoffmeister M</searchLink>; Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Kather+JN%22">Kather JN</searchLink>; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany.; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.
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  Data: <searchLink fieldCode="JN" term="%227704136%22">Histopathology</searchLink> [Histopathology] 2024 Jun; Vol. 84 (7), pp. 1139-1153. <i>Date of Electronic Publication: </i>2024 Feb 26.
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        Value: 10.1111/his.15159
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        Text: English
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