通过聊天GPT和其他眼科大语言模型生成人工智能:临床应用和挑战
Ting Fang Tan1, Arun James Thirunavukarasu2,3, J Peter Campbell4
1Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
Ophthalmology science
|October 27, 2023
概括
大型语言模型 (LLM) 在眼科中为教育,研究和临床护理提供了巨大的潜力. 建立最佳实践对于安全有效地实施这些生成人工智能工具至关重要.
科学领域:
- 眼科医生 眼科 眼科
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 生成型人工智能 (AI) 和大型语言模型 (LLM) 正在迅速发展.
- 这些技术为医疗保健领域带来了新的机遇.
研究的目的:
- 从各种利益相关方的角度审查LLM在眼科的潜在应用.
- 确定与在临床眼科实践中实施LLM相关的挑战.
主要方法:
- 在2023年4月之前进行了全面的文献审查.
- 搜索的数据库包括谷歌学者,Embase,MEDLINE和Scopus.
- 使用的关键词是"大型语言模型"",生成人工智能"",眼科"",ChatGPT"和"眼睛".
主要成果:
- 在眼科教育,研究和临床应用方面,LLM显示出潜力.
- 关键的挑战包括准确性,可解释性,偏见延续性和数据安全问题.
- 考虑了利益相关者的观点 (患者,医生,政策制定者).
结论:
- 在眼科中,LLM具有变革性的潜力.
- 合作制定标准对于患者安全和负责任的AI集成至关重要.
- 应对挑战对于成功采用眼科LLM至关重要.
相关概念视频
Glaucoma: Overview
599
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...
599
Angle Closure Glaucoma: Treatment
536
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...
536
Open Angle Glaucoma: Treatment
459
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...
459
Accessory Structures of the Eye
1.6K
Optical perception, or vision, is an extraordinary sense dependent on converting light signals received via the ocular organs. These organs, known as eyes, are securely positioned within the bony cavities of the skull, called orbits. The orbits serve a dual purpose: a protective shield for the ocular globes and a stable attachment point for the soft ocular tissues. The eye's external protective mechanisms include the eyelids, which are edged with lashes that act as a barrier against foreign...
1.6K


