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Foundation Models and Their Applications in AI (100) Clinical Informatics (2122) Clinical Information and Decision Making (3512) Natural Language Processing (1223) Decision Support for Health Professionals (2107) Electronic Health Records (1649) Development and Evaluation of Research Methods, Instruments and Tools (1242)

Published on in Vol 5 (2026)

This is a member publication of Imperial College London (Jisc)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/88816, first published .
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Real-World Implementation of Large Language Models for Writing Clinical Discharge Summaries Within a Secure Data Environment: Development and Expert Evaluation Study

Real-World Implementation of Large Language Models for Writing Clinical Discharge Summaries Within a Secure Data Environment: Development and Expert Evaluation Study

Authors of this article:

Catalina Carenzo1, 2 Author Orcid Image ;   Kathleen Goldsmith1, 2 Author Orcid Image ;   Maite Arribas1, 2 Author Orcid Image ;   Benjamin Atkins1 Author Orcid Image ;   Ina Ko1 Author Orcid Image ;   Ho Lun Chong1 Author Orcid Image ;   Asmita Raja1 Author Orcid Image ;   Aya M Riad1 Author Orcid Image ;   Rachael Lear1, 2 Author Orcid Image ;   Yusuf S Abdullahi1, 2 Author Orcid Image ;   Ben Glampson1, 2 Author Orcid Image ;   Tim Orchard1 Author Orcid Image ;   Erik Mayer1, 2 Author Orcid Image
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Catalina Carenzo   1, 2 , MSc ;   Kathleen Goldsmith   1, 2 , MSc ;   Maite Arribas   1, 2 , PhD ;   Benjamin Atkins   1 , BSc, MBChB ;   Ina Ko   1 , BSc, MBBS ;   Ho Lun Chong   1 , BSc, MBChB ;   Asmita Raja   1 , MBChB ;   Aya M Riad   1 , BMedSci, MBChB, MRCS(Ed) ;   Rachael Lear   1, 2 , PhD ;   Yusuf S Abdullahi   1, 2 , PhD ;   Ben Glampson   1, 2 , MSc ;   Tim Orchard   1 , PhD ;   Erik Mayer   1, 2 , PhD

1 Imperial Clinical Analytics, Research and Evaluation (iCARE), NIHR Imperial Biomedical Research Centre, Imperial College Healthcare NHS Trust, London, England, United Kingdom

2 Department of Surgery & Cancer, Faculty of Medicine, Imperial College London, London, England, United Kingdom

Corresponding Author:

  • Kathleen Goldsmith, MSc
  • Imperial Clinical Analytics, Research and Evaluation (iCARE), NIHR Imperial Biomedical Research Centre
  • Imperial College Healthcare NHS Trust
  • 1A Sheldon Sqaure
  • London, England W2 6PY
  • United Kingdom
  • Phone: 44 02075891000
  • Email: kathleen.goldsmith17@imperial.ac.uk