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February 16, 2026Intestinal ResearchOpen Access

Evaluation of the Mayo endoscopic score in ulcerative colitis using a multimodal large language model: a human-blinded accuracy study

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Authors

AGAntonietta Gerarda GravinaRPRaffaele PellegrinoGIGiuseppe Imperio

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Overview

Evaluation finds mild potential of a language model in assessing endoscopic scores in ulcerative colitis, indicating need for refinement.

Key Points

  • The research aims to evaluate the effectiveness of a multimodal language model in assessing the Mayo endoscopic score in ulcerative colitis.
  • Utilized a multimodal large language model for assessment
  • Conducted human-blinded accuracy evaluation
  • Focused on endoscopic frames
  • ChatGPT-4o exhibits mild potential for evaluating the Mayo endoscopic score
  • Findings suggest the need for further refinements in the model

Cite This Study

Gravina et al. (2026) studied this question.

synapsesocial.com/papers/6992b3319b75e639e9b080a5https://doi.org/10.5217/ir.2025.00138
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