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Generalising uncertainty improves accuracy and safety of deep learning analytics applied to oncology.

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Title: Generalising uncertainty improves accuracy and safety of deep learning analytics applied to oncology.
Authors: MacDonald S; Max Kelsen, Brisbane, QLD, Australia.; ARC Training Centre for Information Resilience (CIRES), Brisbane, Australia.; The University of Queensland, Brisbane, Australia., Foley H; Max Kelsen, Brisbane, QLD, Australia., Yap M; Max Kelsen, Brisbane, QLD, Australia., Johnston RL; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia., Steven K; Max Kelsen, Brisbane, QLD, Australia., Koufariotis LT; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia., Sharma S; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.; ACL Pathology, Bella Vista, NSW, Australia., Wood S; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia., Addala V; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia., Pearson JV; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia., Roosta F; ARC Training Centre for Information Resilience (CIRES), Brisbane, Australia.; The University of Queensland, Brisbane, Australia., Waddell N; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia., Kondrashova O; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia. olga.kondrashova@qimrberghofer.edu.au., Trzaskowski M; Max Kelsen, Brisbane, QLD, Australia. m.trzaskowski@uq.edu.au.; ARC Training Centre for Information Resilience (CIRES), Brisbane, Australia. m.trzaskowski@uq.edu.au.; The University of Queensland, Brisbane, Australia. m.trzaskowski@uq.edu.au.; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia. m.trzaskowski@uq.edu.au.
Source: Scientific reports [Sci Rep] 2023 May 06; Vol. 13 (1), pp. 7395. Date of Electronic Publication: 2023 May 06.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22MacDonald+S%22">MacDonald S</searchLink>; Max Kelsen, Brisbane, QLD, Australia.; ARC Training Centre for Information Resilience (CIRES), Brisbane, Australia.; The University of Queensland, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Foley+H%22">Foley H</searchLink>; Max Kelsen, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Yap+M%22">Yap M</searchLink>; Max Kelsen, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Johnston+RL%22">Johnston RL</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Steven+K%22">Steven K</searchLink>; Max Kelsen, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Koufariotis+LT%22">Koufariotis LT</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Sharma+S%22">Sharma S</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.; ACL Pathology, Bella Vista, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Wood+S%22">Wood S</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Addala+V%22">Addala V</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Pearson+JV%22">Pearson JV</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Roosta+F%22">Roosta F</searchLink>; ARC Training Centre for Information Resilience (CIRES), Brisbane, Australia.; The University of Queensland, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Waddell+N%22">Waddell N</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Kondrashova+O%22">Kondrashova O</searchLink>; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia. olga.kondrashova@qimrberghofer.edu.au.<br /><searchLink fieldCode="AU" term="%22Trzaskowski+M%22">Trzaskowski M</searchLink>; Max Kelsen, Brisbane, QLD, Australia. m.trzaskowski@uq.edu.au.; ARC Training Centre for Information Resilience (CIRES), Brisbane, Australia. m.trzaskowski@uq.edu.au.; The University of Queensland, Brisbane, Australia. m.trzaskowski@uq.edu.au.; QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia. m.trzaskowski@uq.edu.au.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2023 May 06; Vol. 13 (1), pp. 7395. <i>Date of Electronic Publication: </i>2023 May 06.
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