Can ChatGPT and Gemini justify brain CT referrals? A comparative study with human experts and a custom prediction model

Custom prediction model's justification analysis strongly aligns with iGuide and surpasses chatbots. Chatbots incorrectly justified almost one-half of all CT brain referrals. Chatbots have limited performance in justifying ambiguous CT brain referrals. Chatbot performance improved when referrals were detailed and included suspected pathology.

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Publication Details

Journal
European Radiology Experimental
Published
2025-02-18
DOI
https://doi.org/10.1186/s41747-025-00569-y
Citations
4
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
2.62
Controls
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article

Can ChatGPT and Gemini justify brain CT referrals? A comparative study with human experts and a custom prediction model

Jaka Potočnik, Eric Heffernan, Ronan P. Killeen, Shane J. Foley et al.
4 citations
European Radiology Experimental
Artificial Intelligence in Healthcare and Education
2.62
article

Can ChatGPT and Gemini justify brain CT referrals? A comparative study with human experts and a custom prediction model

Jaka Potočnik, Eric Heffernan, Ronan P. Killeen, Shane J. Foley, Edel Thomas, D Kearney
article en
4 citations

Abstract

Custom prediction model's justification analysis strongly aligns with iGuide and surpasses chatbots. Chatbots incorrectly justified almost one-half of all CT brain referrals. Chatbots have limited performance in justifying ambiguous CT brain referrals. Chatbot performance improved when referrals were detailed and included suspected pathology.

European Radiology ExperimentalVol. 9(1)
University College Dublin (IE), Royal Victoria Eye and Ear Hospital (IE), Mater Misericordiae University Hospital (IE), St. Vincent's University Hospital (IE)
Openalex Percentile: Top 10%
Artificial Intelligence in Healthcare and Education
2.62
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Can ChatGPT and Gemini justify brain CT referrals? A comparative study with human experts and a custom prediction model — Jaka Potočnik, Eric Heffernan, et al. · European Radiology Experimental (2025) | TGRS Research Map | TGRS