Quantifying the AI readiness gap: An international, multidisciplinary assessment of artificial intelligence literacy in the radiation oncology community.

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Title: Quantifying the AI readiness gap: An international, multidisciplinary assessment of artificial intelligence literacy in the radiation oncology community.
Authors: Malone C; Erasmus MC Cancer Institute, University Medical Center Rotterdam, Department of Radiotherapy, the Netherlands.; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland., Callens D; Laboratory of Experimental Radiotherapy, KU Leuven, Leuven, Belgium.; Department of Radiation Oncology, University Hospitals Leuven, Leuven, Belgium., Forde E; Trinity St. James's Cancer Institute, Trinity College Dublin, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland., Leech M; Trinity St. James's Cancer Institute, Trinity College Dublin, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland., Cardenas C; Department of Radiation Oncology, University of Alabama at Birmingham, Birmingham, AL, USA., Gooding MJ; Inpictura Ltd, Abingdon, UK.; Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, UK., Ryan S; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland., Thirion P; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland., Fitzpatrick C; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland., O'Donovan T; Discipline of Medical Imaging and Radiation Therapy, School of Medicine, University College Cork, Ireland., Carver A; Department of Medical Physics, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK., Giron IH; Centre for Physics in Health and Medicine, School of Physics, UCD, Dublin, Ireland., Browne DP; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland., Rogerson C; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland., McClean B; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Centre for Physics in Health and Medicine, School of Physics, UCD, Dublin, Ireland., Heijmen BJM; Erasmus MC Cancer Institute, University Medical Center Rotterdam, Department of Radiotherapy, the Netherlands., Hanna GG; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Trinity St. James's Cancer Institute, Trinity College Dublin, Dublin, Ireland., Nicholson J; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland.
Source: Clinical and translational radiation oncology [Clin Transl Radiat Oncol] 2026 Jun 01; Vol. 59, pp. 101210. Date of Electronic Publication: 2026 Jun 01 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Ireland Ltd. on behalf of European Society for Radiotherapy and Oncology Country of Publication: Ireland NLM ID: 101713416 Publication Model: eCollection Cited Medium: Internet ISSN: 2405-6308 (Electronic) Linking ISSN: 24056308 NLM ISO Abbreviation: Clin Transl Radiat Oncol Subsets: PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Malone+C%22">Malone C</searchLink>; Erasmus MC Cancer Institute, University Medical Center Rotterdam, Department of Radiotherapy, the Netherlands.; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Callens+D%22">Callens D</searchLink>; Laboratory of Experimental Radiotherapy, KU Leuven, Leuven, Belgium.; Department of Radiation Oncology, University Hospitals Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Forde+E%22">Forde E</searchLink>; Trinity St. James's Cancer Institute, Trinity College Dublin, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Leech+M%22">Leech M</searchLink>; Trinity St. James's Cancer Institute, Trinity College Dublin, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Cardenas+C%22">Cardenas C</searchLink>; Department of Radiation Oncology, University of Alabama at Birmingham, Birmingham, AL, USA.<br /><searchLink fieldCode="AU" term="%22Gooding+MJ%22">Gooding MJ</searchLink>; Inpictura Ltd, Abingdon, UK.; Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, UK.<br /><searchLink fieldCode="AU" term="%22Ryan+S%22">Ryan S</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Thirion+P%22">Thirion P</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Fitzpatrick+C%22">Fitzpatrick C</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22O'Donovan+T%22">O'Donovan T</searchLink>; Discipline of Medical Imaging and Radiation Therapy, School of Medicine, University College Cork, Ireland.<br /><searchLink fieldCode="AU" term="%22Carver+A%22">Carver A</searchLink>; Department of Medical Physics, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK.<br /><searchLink fieldCode="AU" term="%22Giron+IH%22">Giron IH</searchLink>; Centre for Physics in Health and Medicine, School of Physics, UCD, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Browne+DP%22">Browne DP</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Rogerson+C%22">Rogerson C</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22McClean+B%22">McClean B</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Centre for Physics in Health and Medicine, School of Physics, UCD, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Heijmen+BJM%22">Heijmen BJM</searchLink>; Erasmus MC Cancer Institute, University Medical Center Rotterdam, Department of Radiotherapy, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Hanna+GG%22">Hanna GG</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Trinity St. James's Cancer Institute, Trinity College Dublin, Dublin, Ireland.<br /><searchLink fieldCode="AU" term="%22Nicholson+J%22">Nicholson J</searchLink>; St. Luke's Radiation Oncology Network, St. Luke's Hospital, Dublin, Ireland.; Applied Radiation Therapy Trinity, Discipline of Radiation Therapy, Trinity College Dublin, Ireland.
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  Data: <searchLink fieldCode="JN" term="%22101713416%22">Clinical and translational radiation oncology</searchLink> [Clin Transl Radiat Oncol] 2026 Jun 01; Vol. 59, pp. 101210. <i>Date of Electronic Publication: </i>2026 Jun 01 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Ireland+Ltd%2E+on+behalf+of+European+Society+for+Radiotherapy+and+Oncology%22">Elsevier Ireland Ltd. on behalf of European Society for Radiotherapy and Oncology </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>101713416 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2405-6308 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2224056308%22">24056308 </searchLink><i>NLM ISO Abbreviation: </i>Clin Transl Radiat Oncol <i>Subsets: </i>PubMed not MEDLINE
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