Generative Artificial Intelligence Through ChatGPT and Other Large Language Models in Ophthalmology Clinical Applications and Challenges

被引:40
|
作者
Tan, Ting Fang [1 ]
Thirunavukarasu, Arun James [2 ,3 ]
Campbell, J. Peter [4 ]
Keane, Pearse A. [5 ]
Pasquale, Louis R. [6 ]
Abramoff, Michael D. [7 ,8 ,9 ]
Kalpathy-Cramer, Jayashree [10 ]
Lum, Flora [11 ]
Kim, Judy E. [12 ]
Baxter, Sally L. [13 ,14 ]
Ting, Daniel Shu Wei [1 ,15 ,16 ]
机构
[1] Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore, Singapore
[2] Univ Cambridge, Sch Clin Med, Cambridge, England
[3] Univ Cambridge, Corpus Christi Coll, Cambridge, England
[4] Oregon Hlth & Sci Univ, Casey Eye Inst, Dept Ophthalmol, Portland, OR USA
[5] UCL, Moorfields Eye Hosp, London, England
[6] Icahn Sch Med Mt Sinai, Dept Ophthalmol, New York, NY USA
[7] Amer Med Assoc, Digital Med Payment Advisory Grp DMPAG Artificial, Chicago, IL USA
[8] Univ Iowa, Dept Ophthalmol, Iowa City, IA USA
[9] Digital Diagnost Inc, Coralville, IA USA
[10] Univ Colorado, Dept Ophthalmol, Anschutz Med Campus, Aurora, CO USA
[11] Amer Acad Ophthalmol, San Francisco, CA USA
[12] Med Coll Wisconsin, Dept Ophthalmol, Milwaukee, WI USA
[13] Shiley Eye Inst, Viterbi Family Dept Ophthalmol, Div Ophthalmol Informat & Data Sci, La Jolla, CA USA
[14] Univ Calif San Diego, Hlth Dept Biomed Informat, La Jolla, CA USA
[15] Stanford Univ, Byers Eye Inst, Stanford, CA USA
[16] Singapore Eye Res Inst SERI, Singapore Eye Res Inst, Duke NUS Med Sch AI & Digital Innovat, 20 Coll Rd,Level 6,Discovery Tower, Singapore 169856, Singapore
来源
OPHTHALMOLOGY SCIENCE | 2023年 / 3卷 / 04期
关键词
Artificial intelligence; Chatbots; ChatGPT; Large language models;
D O I
10.1016/j.xops.2023.100394
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
The rapid progress of large language models (LLMs) driving generative artificial intelligence applications heralds the potential of opportunities in health care. We conducted a review up to April 2023 on Google Scholar, Embase, MEDLINE, and Scopus using the following terms: "large language models," "generative artificial intelligence," "ophthalmology," "ChatGPT," and "eye," based on relevance to this review. From a clinical viewpoint specific to ophthalmologists, we explore from the different stakeholders' perspectivesdincluding patients, physicians, and policymakersdthe potential LLM applications in education, research, and clinical domains specific to ophthal-mology. We also highlight the foreseeable challenges of LLM implementation into clinical practice, including the concerns of accuracy, interpretability, perpetuating bias, and data security. As LLMs continue to mature, it is essential for stakeholders to jointly establish standards for best practices to safeguard patient safety.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] A Generative Artificial Intelligence Using Multilingual Large Language Models for ChatGPT Applications
    Tuan, Nguyen Trung
    Moore, Philip
    Thanh, Dat Ha Vu
    Pham, Hai Van
    APPLIED SCIENCES-BASEL, 2024, 14 (07):
  • [2] AI as Agency Without Intelligence: on ChatGPT, Large Language Models, and Other Generative Models
    Luciano Floridi
    Philosophy & Technology, 2023, 36 (1)
  • [3] ChatGPT and GPT-4 in Ophthalmology: Applications of Large Language Model Artificial Intelligence in Retina
    Ong, Joshua
    Hariprasad, Seenu M.
    Chhablani, Jay
    OPHTHALMIC SURGERY LASERS & IMAGING RETINA, 2023, 54 (10): : 557 - 562
  • [4] Generative artificial intelligence in ophthalmology: current innovations, future applications and challenges
    Sonmez, Sadi Can
    Sevgi, Mertcan
    Antaki, Fares
    Huemer, Josef
    Keane, Pearse A.
    BRITISH JOURNAL OF OPHTHALMOLOGY, 2024,
  • [5] Clinical Science and Practice in the Age of Large Language Models and Generative Artificial Intelligence
    Schueller, Stephen M.
    Morris, Robert R.
    JOURNAL OF CONSULTING AND CLINICAL PSYCHOLOGY, 2023, 91 (10) : 559 - 561
  • [6] GenAI against humanity: nefarious applications of generative artificial intelligence and large language models
    Ferrara, Emilio
    JOURNAL OF COMPUTATIONAL SOCIAL SCIENCE, 2024, 7 (01): : 549 - 569
  • [7] Diffusion Models and Generative Artificial Intelligence: Frameworks, Applications and Challenges
    Kumar, Pranjal
    ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, 2025,
  • [8] DEVELOPMENT OF THE CHATGPT, GENERATIVE ARTIFICIAL INTELLIGENCE AND NATURAL LARGE LANGUAGE MODELS FOR ACCOUNTABLE REPORTING AND USE (CANGARU) GUIDELINES
    Cacciamani, Giovanni E.
    Eppler, Michael B.
    Ganjavi, Conner
    Pekan, Asli
    Biedermann, Brett
    Collins, Gary S.
    Gill, Inderbir S.
    arXiv, 2023,
  • [9] Applications of Generative Artificial Intelligence in the Judiciary: The Case of ChatGPT
    Huang, Huiyao
    INTERNATIONAL JOURNAL OF MULTIPHYSICS, 2024, 18 (02) : 403 - 411
  • [10] Navigating Opportunities and Challenges of Artificial Intelligence: ChatGPT and Generative Models in Science Teacher Education
    Verma, Geeta
    Campbell, Todd
    Melville, Wayne
    Park, Byung-Yeol
    JOURNAL OF SCIENCE TEACHER EDUCATION, 2023, 34 (08) : 793 - 798