medical chatgpt
1.0.0
ChatGPT のトレーニングに関する調査ですが、プライマリ ケア医療に合わせて調整されており、徹底的かつ効率的な方法で患者の病歴を収集し、鑑別診断を導き出すことができるというメリットがあります。また、専門知識を得るために Up-To-Date の海賊版をさらに微調整できるかどうかを検討する可能性もあります。
残念ながら、現状ではこれは不可能だと思います。おそらく、基本的なパンとバターのケースのスクライビングにある程度の実用性が見られるでしょう。ただし、評価したり計画したりすることはできません。
@inproceedings { Singhal2022LargeLM ,
title = { Large Language Models Encode Clinical Knowledge } ,
author = { Karan Singhal and Shekoofeh Azizi and Tao Tu and Said Mahdavi and Jason Lee Kai Wei and Hyung Won Chung and Nathan Scales and Ajay Kumar Tanwani and Heather J. Cole-Lewis and Stephen J. Pfohl and P A Payne and Martin G. Seneviratne and Paul Gamble and Chris Kelly and Nathaneal Scharli and Aakanksha Chowdhery and P. D. Mansfield and Blaise Ag{"u}era y Arcas and Dale R. Webster and Greg S. Corrado and Y. Matias and Katherine Hui-Ling Chou and Juraj Gottweis and Nenad Toma{vs}ev and Yun Liu and Alvin Rajkomar and Jo{"e}lle K. Barral and Christopher Semturs and Alan Karthikesalingam and Vivek Natarajan } ,
year = { 2022 }
}
@article { Kung2022.12.19.22283643 ,
author = { Kung, Tiffany H. and Cheatham, Morgan and , and Medenilla, Arielle and Sillos, Czarina and De Leon, Lorie and Elepa{~n}o, Camille and Madriaga, Maria and Aggabao, Rimel and Diaz-Candido, Giezel and Maningo, James and Tseng, Victor } ,
title = { Performance of ChatGPT on USMLE: Potential for AI-Assisted Medical Education Using Large Language Models } ,
elocation-id = { 2022.12.19.22283643 } ,
year = { 2022 } ,
doi = { 10.1101/2022.12.19.22283643 } ,
publisher = { Cold Spring Harbor Laboratory Press } ,
URL = { https://www.medrxiv.org/content/early/2022/12/21/2022.12.19.22283643 } ,
eprint = { https://www.medrxiv.org/content/early/2022/12/21/2022.12.19.22283643.full.pdf } ,
journal = { medRxiv }
}
@misc { https://doi.org/10.48550/arxiv.2301.10035 ,
doi = { 10.48550/ARXIV.2301.10035 } ,
url = { https://arxiv.org/abs/2301.10035 } ,
author = { Nov, Oded and Singh, Nina and Mann, Devin } ,
keywords = { Human-Computer Interaction (cs.HC), FOS: Computer and information sciences, FOS: Computer and information sciences } ,
title = { Putting ChatGPT's Medical Advice to the (Turing) Test } ,
publisher = { arXiv } ,
year = { 2023 } ,
copyright = { Creative Commons Attribution Share Alike 4.0 International }
}
@inproceedings { Schick2023ToolformerLM ,
title = { Toolformer: Language Models Can Teach Themselves to Use Tools } ,
author = { Timo Schick and Jane Dwivedi-Yu and Roberto Dessi and Roberta Raileanu and Maria Lomeli and Luke Zettlemoyer and Nicola Cancedda and Thomas Scialom } ,
year = { 2023 }
}
@inproceedings { Peng2023CheckYF ,
title = { Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback } ,
author = { Baolin Peng and Michel Galley and Pengcheng He and Hao Cheng and Yujia Xie and Yu Hu and Qiuyuan Huang and Lars Lid{'e}n and Zhou Yu and Weizhu Chen and Jianfeng Gao } ,
year = { 2023 }
}
@inproceedings { Nori2023CapabilitiesOG ,
title = { Capabilities of GPT-4 on Medical Challenge Problems } ,
author = { Harsha Nori and Nicholas King and Scott Mayer McKinney and Dean Carignan and Eric Horvitz } ,
year = { 2023 }
}