Pathology Made Simple: ChatGPT’s Summarization of Pathology Reports

ChatGPT-4o, when used with a standardized prompt and expert oversight, shows promising ability to generate concise and readable summaries of pathology reports. While overall performance was strong, occasional errors and limitations in handling complex or multipart cases were noted. Further refinement and domain-specific model training may enhance the reliability and clinical utility of artificial intelligence-assisted reporting.

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Publication Details

Journal
Archives of Pathology & Laboratory Medicine
Published
2025-09-16
DOI
https://doi.org/10.5858/arpa.2025-0072-oa
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Pathology Made Simple: ChatGPT’s Summarization of Pathology Reports

Assaf Debby, Nora Balint‐Lahat, Ginette Schiby, Chen Mayer et al.
Archives of Pathology & Laboratory Medicine
Artificial Intelligence in Healthcare and Education
article

Pathology Made Simple: ChatGPT’s Summarization of Pathology Reports

Assaf Debby, Nora Balint‐Lahat, Ginette Schiby, Chen Mayer, Iris Barshack, Gali Zabarsky Shasha
article en

Abstract

ChatGPT-4o, when used with a standardized prompt and expert oversight, shows promising ability to generate concise and readable summaries of pathology reports. While overall performance was strong, occasional errors and limitations in handling complex or multipart cases were noted. Further refinement and domain-specific model training may enhance the reliability and clinical utility of artificial intelligence-assisted reporting.

Archives of Pathology & Laboratory MedicineVol. 150(3)
Tel Aviv University (IL), Sheba Medical Center (IL)
Openalex Percentile: Top 82%
Artificial Intelligence in Healthcare and Education
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