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Impact of hospital-specific domain adaptation on BERT-based models to classify neuroradiology reports.

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Title: Impact of hospital-specific domain adaptation on BERT-based models to classify neuroradiology reports.
Authors: Agarwal S; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK., Wood D; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK., Murray BAK; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK., Wei Y; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK., Busaidi AA; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK., Kafiabadi S; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK., Guilhem E; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK., Lynch J; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK., Townend M; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK., Mazumder A; Guy's and St Thomas' NHS Foundation Trust, Great Maze Pond, London, UK., Barker GJ; Department of Neuroimaging, Institute of Psychiatry, Psychology, & Neuroscience, King's College London, London, UK., Cole JH; Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK., Sasieni P; Clinical Trials Unit, King's College London, Guy's Campus, Great Maze Pond, London, UK., Ourselin S; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK., Modat M; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK., Booth TC; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK. thomas.booth@kcl.ac.uk.; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK. thomas.booth@kcl.ac.uk.
Source: European radiology [Eur Radiol] 2025 Sep; Vol. 35 (9), pp. 5299-5313. Date of Electronic Publication: 2025 Mar 17.
Publication Type: Journal Article
Journal Info: Publisher: Springer International Country of Publication: Germany NLM ID: 9114774 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-1084 (Electronic) Linking ISSN: 09387994 NLM ISO Abbreviation: Eur Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Impact of hospital-specific domain adaptation on BERT-based models to classify neuroradiology reports.
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  Data: <searchLink fieldCode="AU" term="%22Agarwal+S%22">Agarwal S</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK.<br /><searchLink fieldCode="AU" term="%22Wood+D%22">Wood D</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK.<br /><searchLink fieldCode="AU" term="%22Murray+BAK%22">Murray BAK</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK.<br /><searchLink fieldCode="AU" term="%22Wei+Y%22">Wei Y</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK.<br /><searchLink fieldCode="AU" term="%22Busaidi+AA%22">Busaidi AA</searchLink>; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Kafiabadi+S%22">Kafiabadi S</searchLink>; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Guilhem+E%22">Guilhem E</searchLink>; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Lynch+J%22">Lynch J</searchLink>; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Townend+M%22">Townend M</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK.<br /><searchLink fieldCode="AU" term="%22Mazumder+A%22">Mazumder A</searchLink>; Guy's and St Thomas' NHS Foundation Trust, Great Maze Pond, London, UK.<br /><searchLink fieldCode="AU" term="%22Barker+GJ%22">Barker GJ</searchLink>; Department of Neuroimaging, Institute of Psychiatry, Psychology, & Neuroscience, King's College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Cole+JH%22">Cole JH</searchLink>; Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Sasieni+P%22">Sasieni P</searchLink>; Clinical Trials Unit, King's College London, Guy's Campus, Great Maze Pond, London, UK.<br /><searchLink fieldCode="AU" term="%22Ourselin+S%22">Ourselin S</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK.<br /><searchLink fieldCode="AU" term="%22Modat+M%22">Modat M</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK.<br /><searchLink fieldCode="AU" term="%22Booth+TC%22">Booth TC</searchLink>; School of Biomedical Engineering & Imaging Sciences, King's College London, Becket House, London, UK. thomas.booth@kcl.ac.uk.; Department of Neuroradiology, Ruskin Wing, King's College Hospital NHS Foundation Trust, London, UK. thomas.booth@kcl.ac.uk.
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