Acknowledgement
이 논문은 2022년과 2023년도 정부(교육부)의 재원으로 한국연구재단의 지원을 받아 수행된 기초연구사업임(2022R1F1A1068841, RS-2023-00248152).
References
- Eloundou T, Manning S, Mishkin P, Rock D. Gpts are gpts: An early look at the labor market impact potential of large language models. arXiv preprint arXiv:230310130. 2023.
- Bubeck S, Chandrasekaran V, Eldan R, Gehrke J, Horvitz E, Kamar E, et al. Sparks of artificial general intelligence: Early experiments with gpt-4. arXiv preprint arXiv:230312712. 2023.
- Miao Q, Zheng W, Lv Y, Huang M, Ding W, Wang F-Y. DAO to HANOI via DeSci: AI paradigm shifts from AlphaGo to ChatGPT. IEEE/CAA Journal of Automatica Sinica. 2023;10(4):877-97. https://doi.org/10.1109/JAS.2023.123561
- Moor M, Banerjee O, Abad ZSH, Krumholz HM, Leskovec J, Topol EJ, et al. Foundation models for generalist medical artificial intelligence. Nature. 2023;616(7956):259-65. https://doi.org/10.1038/s41586-023-05881-4
- Singhal K, Azizi S, Tu T, Mahdavi SS, Wei J, Chung HW, et al. Large language models encode clinical knowledge. Nature. 2023:1-9.
- Nori H, King N, McKinney SM, Carignan D, Horvitz E. Capabilities of gpt-4 on medical challenge problems. arXiv preprint arXiv:230313375. 2023.
- Kung TH, Cheatham M, Medenilla A, Sillos C, De Leon L, Elepano C, et al. Performance of ChatGPT on USMLE: Potential for AI-assisted medical education using large language models. PLoS digital health. 2023;2(2):e0000198.
- Singhal K, Tu T, Gottweis J, Sayres R, Wulczyn E, Hou L, et al. Towards expert-level medical question answering with large language models. arXiv preprint arXiv:230509617, 2023.
- Arora A, Arora A. The promise of large language models in health care. The Lancet. 2023;401(10377):641.
- Adams LC, Truhn D, Busch F, Kader A, Niehues SM, Makowski MR, et al. Leveraging GPT-4 for post hoc transformation of free-text radiology reports into structured reporting: a multilingual feasibility study. Radiology. 2023;307(4):e230725.
- Kraljevic Z, Bean D, Shek A, Bendayan R, Yeung JA, Deng A, et al. Foresight--Deep Generative Modelling of Patient Timelines using Electronic Health Records. arXiv preprint arXiv:221208072. 2022.
- Jiang LY, Liu XC, Nejatian NP, Nasir-Moin M, Wang D, Abidin A, et al. Health system-scale language models are all-purpose prediction engines. Nature. 2023:1-6.
- Nastasi AJ, Courtright KR, Halpern SD, Weissman GE. Does ChatGPT provide appropriate and equitable medical advice?: A vignette-based, clinical evaluation across care contexts. medRxiv. 2023:2023.02. 25.23286451. 25.23286451
- Ayers JW, Poliak A, Dredze M, Leas EC, Zhu Z, Kelley JB, et al. Comparing physician and artificial intelligence chatbot responses to patient questions posted to a public social media forum. JAMA internal medicine. 2023.
- Team D. Introducing Duolingo Max, a learning experience powered by GPT-4. Retrieved March. 2023;15:2023.
- Jang D, Kim C-E. Exploring the Potential of Large Language models in Traditional Korean Medicine: A Foundation Model Approach to Culturally-Adapted Healthcare. arXiv preprint arXiv:230317807. 2023.
- Brown T, Mann B, Ryder N, Subbiah M, Kaplan JD, Dhariwal P, et al. Language models are few-shot learners. Advances in neural information processing systems. 2020;33:1877-901.
- Ouyang L, Wu J, Jiang X, Almeida D, Wainwright C, Mishkin P, et al. Training language models to follow instructions with human feedback. Advances in Neural Information Processing Systems. 2022;35:27730-44.
- Touvron H, Lavril T, Izacard G, Martinet X, Lachaux M-A, Lacroix T, et al. Llama: Open and efficient foundation language models. arXiv preprint arXiv:230213971. 2023.
- Touvron H, Martin L, Stone K, Albert P, Almahairi A, Babaei Y, et al. Llama 2: Open foundation and fine-tuned chat models. arXiv preprint arXiv:230709288. 2023.
- Wei J, Tay Y, Bommasani R, Raffel C, Zoph B, Borgeaud S, et al. Emergent abilities of large language models. arXiv preprint arXiv:220607682. 2022.
- Karpathy A. State of GPT 2023 [Available from: https://build.microsoft.com/en-US/sessions/db3f4859-cd30-4445-a0cd-553c3304f8e2.
- Yao S, Yu D, Zhao J, Shafran I, Griffiths TL, Cao Y, et al. Tree of thoughts: Deliberate problem solving with large language models. arXiv preprint arXiv:230510601. 2023.
- Frommeyer TC, Fursmidt RM, Gilbert MM, Bett ES. The desire of medical students to integrate artificial intelligence into medical education: an opinion article. Frontiers in Digital Health. 2022;4:831123.
- Thirunavukarasu AJ, Ting DSJ, Elangovan K, Gutierrez L, Tan TF, Ting DSW. Large language models in medicine. Nature Medicine. 2023:1-11.
- Benoit JR. ChatGPT for Clinical Vignette Generation, Revision, and Evaluation. medRxiv. 2023:2023.02.04.23285478.
- Kitamura FC. ChatGPT is shaping the future of medical writing but still requires human judgment. Radiological Society of North America; 2023. p. e230171.
- Ali SR, Dobbs TD, Hutchings HA, Whitaker IS. Using ChatGPT to write patient clinic letters. The Lancet Digital Health. 2023;5(4):e179-e81. https://doi.org/10.1016/S2589-7500(23)00048-1
- Biswas S. ChatGPT and the future of medical writing. Radiological Society of North America; 2023. p. e223312.
- Chen T-J. ChatGPT and other artificial intelligence applications speed up scientific writing. Journal of the Chinese Medical Association. 2023;86(4):351-3. https://doi.org/10.1097/JCMA.0000000000000900