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

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Bibliographic Details
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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ISSN:1432-1084
DOI:10.1007/s00330-025-11500-9