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将ChatGPT应用于医学教育中的色盲问题。

Adapting ChatGPT for Color Blindness in Medical Education.

作者信息

Wang Jinge, Yu Thomas C, Kolodney Michael S, Perrotta Peter L, Hu Gangqing

机构信息

Department of Microbiology, Immunology and Cell Biology, West Virginia University, Morgantown, WV, 26506, USA.

Sona Dermatology, Bethesda, MD, 20817, USA.

出版信息

Ann Biomed Eng. 2025 Jan;53(1):5-8. doi: 10.1007/s10439-024-03656-0. Epub 2024 Nov 27.

DOI:10.1007/s10439-024-03656-0
PMID:39602035
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11782439/
Abstract

Color vision deficiency (CVD) affects a significant portion of the population, yet its impact is often overlooked in medical education, especially in visually demanding specialties like dermatology, pathology, and radiology. In this study, we investigated the potential of ChatGPT to comprehend CVD-simulated images in image-based diagnostic tasks. Notably, the model successfully adapted its diagnostic reasoning to match CVD-modified color perception while preserving high prediction accuracy. These findings highlight the potential of using ChatGPT to foster more inclusive learning environments for individuals with CVD in visually intensive medical specialties.

摘要

色觉缺陷(CVD)影响着相当一部分人口,然而其影响在医学教育中常常被忽视,尤其是在皮肤科、病理学和放射学等对视觉要求较高的专业领域。在本研究中,我们调查了ChatGPT在基于图像的诊断任务中理解CVD模拟图像的潜力。值得注意的是,该模型成功地调整了其诊断推理,以匹配CVD改变后的颜色感知,同时保持了较高的预测准确性。这些发现凸显了使用ChatGPT为视觉要求高的医学专业中患有CVD的个体营造更具包容性的学习环境的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b02/11782439/47ac21dc5dbc/10439_2024_3656_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b02/11782439/ddb936124e7a/10439_2024_3656_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b02/11782439/47ac21dc5dbc/10439_2024_3656_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b02/11782439/ddb936124e7a/10439_2024_3656_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b02/11782439/47ac21dc5dbc/10439_2024_3656_Fig2_HTML.jpg

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Boosting GPT-4V's accuracy in dermoscopic classification with few-shot learning. Comment on "can ChatGPT vision diagnose melanoma? An exploratory diagnostic accuracy study".通过少样本学习提高GPT-4V在皮肤镜分类中的准确性。评《ChatGPT视觉能诊断黑色素瘤吗?一项探索性诊断准确性研究》
J Am Acad Dermatol. 2024 Dec;91(6):e165-e166. doi: 10.1016/j.jaad.2024.06.098. Epub 2024 Aug 3.
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Can ChatGPT vision diagnose melanoma? An exploratory diagnostic accuracy study.
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Colour vision deficiency in teaching dermatology.皮肤科教学中的色觉缺陷
Clin Exp Dermatol. 2024 Mar 21;49(4):397-399. doi: 10.1093/ced/llad391.
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