Natural Language Processing in medicine and ophthalmology: A review for the 21st-century clinician

被引:2
|
作者
Rojas-Carabali, William [1 ,2 ]
Agrawal, Rajdeep [1 ]
Gutierrez-Sinisterra, Laura [2 ]
Baxter, Sally L. [3 ,4 ,5 ]
Cifuentes-Gonzalez, Carlos [6 ]
Wei, Yap Chun [7 ]
Abisheganaden, John [1 ,7 ,8 ]
Kannapiran, Palvannan [7 ]
Wong, Sunny [1 ]
Lee, Bernett [1 ]
de-la-Torre, Alejandra [6 ]
Agrawal, Rupesh [1 ,2 ,9 ,10 ]
机构
[1] Nanyang Technol Univ, Lee Kong Chian Sch Med, Singapore, Singapore
[2] Tan Tock Seng Hosp, Natl Healthcare Grp, Eye Inst, Singapore 308433, Singapore
[3] Univ Calif San Diego, Viterbi Family Dept Ophthalmol, Div Ophthalmol Informat & Data Sci, La Jolla, CA USA
[4] Univ Calif San Diego, Shiley Eye Inst, La Jolla, CA USA
[5] Univ Calif San Diego, Dept Med, Div Biomed Informat, La Jolla, CA USA
[6] Univ Rosario, Escuela Med & Ciencias Salud, Inst Translat Med IMT, Neurosci Res Grp NEUROS,Neurovitae Ctr Neurosci, Bogota, Colombia
[7] Natl Healthcare Grp, Hlth Serv & Outcomes Res, Singapore, Singapore
[8] Tan Tock Seng Hosp, Dept Resp Med, Singapore, Singapore
[9] Singapore Eye Res Inst, Singapore, Singapore
[10] Natl Univ Singapore, Duke NUS Med Sch, Singapore, Singapore
来源
ASIA-PACIFIC JOURNAL OF OPHTHALMOLOGY | 2024年 / 13卷 / 04期
基金
英国医学研究理事会;
关键词
Artificial Intelligence; Natural Language Processing; Large Language Models; ChatGPT; Ophthalmology; Clinical Application; ARTIFICIAL-INTELLIGENCE; SYSTEM;
D O I
10.1016/j.apjo.2024.100084
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Natural Language Processing (NLP) is a subfield of artificial intelligence that focuses on the interaction between computers and human language, enabling computers to understand, generate, and derive meaning from human language. NLP's potential applications in the medical field are extensive and vary from extracting data from Electronic Health Records -one of its most well-known and frequently exploited uses- to investigating relationships among genetics, biomarkers, drugs, and diseases for the proposal of new medications. NLP can be useful for clinical decision support, patient monitoring, or medical image analysis. Despite its vast potential, the real-world application of NLP is still limited due to various challenges and constraints, meaning that its evolution predominantly continues within the research domain. However, with the increasingly widespread use of NLP, particularly with the availability of large language models, such as ChatGPT, it is crucial for medical professionals to be aware of the status, uses, and limitations of these technologies.
引用
收藏
页数:11
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