Quality and efficiency of integrating customised large language model-generated summaries versus physician-written summaries: a validation study

LLM-generated summaries are comparable to physician-written summaries in completeness and correctness, although slightly less concise. With a clear time-saving benefit, LLMs could help reduce clinicians' administrative burden without compromising summary quality.

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Publication Details

Journal
BMJ Open
Published
2025-09-01
DOI
https://doi.org/10.1136/bmjopen-2025-099301
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
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article

Quality and efficiency of integrating customised large language model-generated summaries versus physician-written summaries: a validation study

Job Nicolaas Doornberg, Jessica D. Workum, Rosanne C. Schoonbeek, Anne Hannah Hoekman et al.
BMJ Open
Machine Learning in Healthcare
article

Quality and efficiency of integrating customised large language model-generated summaries versus physician-written summaries: a validation study

Job Nicolaas Doornberg, Jessica D. Workum, Rosanne C. Schoonbeek, Anne Hannah Hoekman, Stephanie C. E. Schuit, Charlotte M. H. H. T. Bootsma-Robroeks, Tom P. van der Laan, Tarannom Mehri
article en

Abstract

LLM-generated summaries are comparable to physician-written summaries in completeness and correctness, although slightly less concise. With a clear time-saving benefit, LLMs could help reduce clinicians' administrative burden without compromising summary quality.

BMJ OpenVol. 15(9)
University Medical Center Groningen (NL), Erasmus MC (NL), Elisabeth-TweeSteden Ziekenhuis (NL), Erasmus University Rotterdam (NL)
Openalex Percentile: Top 88%
Machine Learning in Healthcare
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