mlsanityData to 14 Oct 2026

GPT-4V(ision) Unsuitable for Clinical Care and Education: A Clinician-Evaluated Assessment

arXiv 2403.12046 ↗First posted 14 Nov 2023cs.CVcited by 6

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Abstract (arXiv)

OpenAI's large multimodal model, GPT-4V(ision), was recently developed for general image interpretation. However, less is known about its capabilities with medical image interpretation and diagnosis. Board-certified physicians and senior residents assessed GPT-4V's proficiency across a range of medical conditions using imaging modalities such as CT scans, MRIs, ECGs, and clinical photographs. Although GPT-4V is able to identify and explain medical images, its diagnostic accuracy and clinical decision-making abilities are poor, posing risks to patient safety. Despite the potential that large language models may have in enhancing medical education and delivery, the current limitations of GPT-4V in interpreting medical images reinforces the importance of appropriate caution when using it for clinical decision-making.

Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). Builds on 1 of its 6 references that are in the map. First posted on arXiv 14 Nov 2023.

Builds on

1 of 6 references.

References · 1

  1. 2022Large Language Models Encode Clinical Knowledgecited by 1,830

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 1; 2024: 3; 2025: 1; 2026: 1.

6 papers.

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  1. 2023Can GPT-4V(ision) Serve Medical Applications? Case Studies on GPT-4V for Multimodal Medical Diagnosis
  2. 2024Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine
  3. 2023Enhancing Medical Task Performance in GPT-4V: A Comprehensive Study on Prompt Engineering Strategies
  4. 2023Holistic Evaluation of GPT-4V for Biomedical Imaging
  5. 2024Evaluating GPT-4 with Vision on Detection of Radiological Findings on Chest Radiographs
  6. 2023Multimodal ChatGPT for Medical Applications: an Experimental Study of GPT-4V
  7. 2024How Well Do Multi-modal LLMs Interpret CT Scans? An Auto-Evaluation Framework for Analyses
  8. 2024GPT-4V Cannot Generate Radiology Reports Yet