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The Evaluation of Transformer Models for the Detection of Adverse Drug Events: A Benchmark Study Using Dutch Free-Text Documents of Hospitalized Patients.

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Title: The Evaluation of Transformer Models for the Detection of Adverse Drug Events: A Benchmark Study Using Dutch Free-Text Documents of Hospitalized Patients.
Authors: Murphy RM; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Digital Health, Amsterdam, The Netherlands.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands., Mishra N; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Methodology, Amsterdam, The Netherlands., de Keizer NF; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Digital Health, Amsterdam, The Netherlands.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands., Dongelmans DA; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands.; Department of Intensive Care Medicine, Amsterdam UMC Location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands., Jager KJ; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands.; Amsterdam Public Health, Aging and Later Life, Amsterdam, The Netherlands., Abu-Hanna A; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.; Amsterdam Public Health, Mental Health, Amsterdam, The Netherlands., Klopotowska JE; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands. j.e.klopotowska@amsterdamumc.nl.; Amsterdam Public Health, Digital Health, Amsterdam, The Netherlands. j.e.klopotowska@amsterdamumc.nl.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands. j.e.klopotowska@amsterdamumc.nl., Calixto I; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.; Amsterdam Public Health, Mental Health, Amsterdam, The Netherlands.
Source: Drug safety [Drug Saf] 2026 Jul; Vol. 49 (7), pp. 843-857. Date of Electronic Publication: 2026 Feb 22.
Publication Type: Journal Article
Journal Info: Publisher: Adis, Springer International Country of Publication: New Zealand NLM ID: 9002928 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1179-1942 (Electronic) Linking ISSN: 01145916 NLM ISO Abbreviation: Drug Saf Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Murphy+RM%22">Murphy RM</searchLink>; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Digital Health, Amsterdam, The Netherlands.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Mishra+N%22">Mishra N</searchLink>; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22de+Keizer+NF%22">de Keizer NF</searchLink>; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Digital Health, Amsterdam, The Netherlands.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Dongelmans+DA%22">Dongelmans DA</searchLink>; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands.; Department of Intensive Care Medicine, Amsterdam UMC Location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Jager+KJ%22">Jager KJ</searchLink>; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands.; Amsterdam Public Health, Aging and Later Life, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Abu-Hanna+A%22">Abu-Hanna A</searchLink>; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.; Amsterdam Public Health, Mental Health, Amsterdam, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Klopotowska+JE%22">Klopotowska JE</searchLink>; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands. j.e.klopotowska@amsterdamumc.nl.; Amsterdam Public Health, Digital Health, Amsterdam, The Netherlands. j.e.klopotowska@amsterdamumc.nl.; Amsterdam Public Health, Quality of Care, Amsterdam, The Netherlands. j.e.klopotowska@amsterdamumc.nl.<br /><searchLink fieldCode="AU" term="%22Calixto+I%22">Calixto I</searchLink>; Department of Medical Informatics, Amsterdam UMC Location University of Amsterdam, Meibergdreef 15, Amsterdam, The Netherlands.; Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.; Amsterdam Public Health, Mental Health, Amsterdam, The Netherlands.
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  Data: <searchLink fieldCode="JN" term="%229002928%22">Drug safety</searchLink> [Drug Saf] 2026 Jul; Vol. 49 (7), pp. 843-857. <i>Date of Electronic Publication: </i>2026 Feb 22.
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              Text: 2026 Jul
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