在复杂的眼科病例中GPT-4的多模式性能
David Mikhail1, Daniel Milad2,3, Fares Antaki2,4,5
1Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A1, Canada.
Journal of personalized medicine
|April 25, 2025
概括
在眼科中,GPT-4的诊断准确性仅仅随着图像的使用而下降,但随着描述而改善. 它显示出作为辅助工具的潜力,可与一些推理任务中的人类专家相提并论.
科学领域:
- 人工智能在医学中的应用
- 眼科医生 眼科 眼科
- 多式联络AI 多式联络AI
背景情况:
- 在GPT-4的多模式功能提供了眼科人工智能的进步.
- 在眼科中,GPT-4对于复杂的诊断和推理任务的实用性尚未完全被理解.
- 对人类专业知识进行AI性能评估对于临床整合至关重要.
研究的目的:
- 评估GPT-4在复杂的眼科病例中的诊断和下一步推理方面的多式联络性能.
- 通过不同的输入方式,将GPT-4的准确性与董事会认证的眼科医生进行比较.
- 确定多式人工智能在眼科诊断中的局限性和潜在应用.
主要方法:
- GPT-4在三个方面进行了评估:包含图形描述的文本,包含图形的文本和仅包含图形的文本.
- 在复杂的眼科病例中,通过诊断和下一步准确度来衡量表现.
- GPT-4的结果与三位经过董事会认证的眼科医生进行了比较.
主要成果:
- GPT-4实现了38.4%的诊断准确度和57.8%的下一步准确度,仅使用数字.
- 与纯文本提示相比,仅使用数字的诊断准确性显著下降 (p=0.007).
- 添加图形描述提高了诊断准确率至49.3%,与仅文本提示相比.
结论:
- 当仅依赖眼科图像时,GPT-4的诊断性能下降,这表明当前的多式联络限制.
- GPT-4的诊断和下一步推理性能与至少一个眼科医生相比较.
- 在眼科中,GPT-4是一个有前途的辅助工具,未来的研究将重点放在快速优化上.
更多相关视频
相关概念视频
01:25Glaucoma: Overview
Glaucoma is an eye condition characterized by increased intraocular pressure that damages the retina and optic nerve, leading to irreversible blindness if left untreated. The human eye has various components, including the cornea, iris, pupil, lens, and optic nerve. Aqueous humor is secreted by the epithelium of the ciliary body in the posterior chamber and flows through the trabecular meshwork and canal of Schlemm, maintaining normal intraocular pressure. The trabecular meshwork and the canal...
01:27Open Angle Glaucoma: Treatment
In open-angle glaucoma, the iridocorneal angle remains open, but the trabecular meshwork becomes stiff, slowing down the outflow of aqueous humor. This causes a buildup of aqueous humor in the anterior chamber, leading to a sudden increase in intraocular pressure. The treatment for open-angle glaucoma focuses on reducing the elevated intraocular pressure by either decreasing the secretion of aqueous humor or increasing its outflow.
Drugs such as carbonic anhydrase inhibitors, α2- and...
Drugs such as carbonic anhydrase inhibitors, α2- and...
01:28Angle Closure Glaucoma: Treatment
Angle-closure glaucoma, or closed-angle glaucoma, is an eye condition where the iris bulges out and blocks the iridocorneal angle, resulting in a buildup of aqueous humor and increased intraocular pressure. Immediate medical attention is necessary due to the sudden onset of symptoms. The treatment for angle-closure glaucoma includes short-term and long-term approaches. Short-term treatment involves using eye drops like pilocarpine to lower intraocular pressure by increasing aqueous humor...