ChatGPT's Response Consistency: A Study on Repeated Queries of Medical Examination Questions

被引:22
作者
Funk, Paul F. [1 ]
Hoch, Cosima C. [2 ]
Knoedler, Samuel [3 ]
Knoedler, Leonard [4 ]
Cotofana, Sebastian [5 ,6 ,7 ]
Sofo, Giuseppe [8 ]
Bashiri Dezfouli, Ali [2 ]
Wollenberg, Barbara [2 ]
Guntinas-Lichius, Orlando [1 ]
Alfertshofer, Michael [3 ,9 ]
机构
[1] Friedrich Schiller Univ Jena, Univ Hosp Jena, Dept Otorhinolaryngol Head & Neck Surg, Klinikum 1, D-07747 Jena, Germany
[2] Tech Univ Munich TUM, Sch Med & Hlth, Dept Otolaryngol Head & Neck Surg, Ismaningerstr 22, D-81675 Munich, Germany
[3] Tech Univ Munich TUM, Dept Plast Surg & Hand Surg, Klinikum Rechts Isar, Ismaningerstr 22, D-81675 Munich, Germany
[4] Harvard Med Sch, Massachusetts Gen Hosp, Div Plast & Reconstruct Surg, 55 Fruit St, Boston, MA 02114 USA
[5] Erasmus MC, Dept Dermatol, Dr Molewaterpl 40, NL-3015 GD Rotterdam, Netherlands
[6] Queen Mary Univ London, Blizard Inst, Ctr Cutaneous Res, Mile End Rd, London E1 4NS, England
[7] Guangdong Second Prov Gen Hosp, Dept Plast & Reconstruct Surg, Guangzhou 510317, Peoples R China
[8] Pontif Univ Catolica Rio Janeiro, Hosp Santa Casa Misericordia Rio Janeiro, Inst Ivo Pitanguy, BR-20020022 Rio De Janeiro, Brazil
[9] Ludwig Maximilians Univ Munchen, Dept Oromaxillofacial Surg, Lindwurmstr 2A, D-80337 Munich, Germany
关键词
ChatGPT; artificial intelligence; medical state examination questions; indecisiveness; response consistency;
D O I
10.3390/ejihpe14030043
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
(1) Background: As the field of artificial intelligence (AI) evolves, tools like ChatGPT are increasingly integrated into various domains of medicine, including medical education and research. Given the critical nature of medicine, it is of paramount importance that AI tools offer a high degree of reliability in the information they provide. (2) Methods: A total of n = 450 medical examination questions were manually entered into ChatGPT thrice, each for ChatGPT 3.5 and ChatGPT 4. The responses were collected, and their accuracy and consistency were statistically analyzed throughout the series of entries. (3) Results: ChatGPT 4 displayed a statistically significantly improved accuracy with 85.7% compared to that of 57.7% of ChatGPT 3.5 (p < 0.001). Furthermore, ChatGPT 4 was more consistent, correctly answering 77.8% across all rounds, a significant increase from the 44.9% observed from ChatGPT 3.5 (p < 0.001). (4) Conclusions: The findings underscore the increased accuracy and dependability of ChatGPT 4 in the context of medical education and potential clinical decision making. Nonetheless, the research emphasizes the indispensable nature of human-delivered healthcare and the vital role of continuous assessment in leveraging AI in medicine.
引用
收藏
页码:657 / 668
页数:12
相关论文
共 37 条
[1]  
Ahmed Yasar, 2023, Acta Inform Med, V31, P300, DOI 10.5455/aim.2023.31.300-305
[2]  
Al-Wardy Nadia M, 2010, Sultan Qaboos Univ Med J, V10, P203
[3]   Sailing the Seven Seas: A Multinational Comparison of ChatGPT's Performance on Medical Licensing Examinations [J].
Alfertshofer, Michael ;
Hoch, Cosima C. ;
Funk, Paul F. ;
Hollmann, Katharina ;
Wollenberg, Barbara ;
Knoedler, Samuel ;
Knoedler, Leonard .
ANNALS OF BIOMEDICAL ENGINEERING, 2024, 52 (06) :1542-1545
[4]  
Amboss©, Question Difficulty
[5]  
[Anonymous], 1992, Beyond Information: The Natural History of Intelligence, DOI DOI 10.1007/978-1-4471-1835-0_6
[6]  
Bastian M., 2023, The Decoder
[7]   Comparing ChatGPT and GPT-4 performance in USMLE soft skill assessments [J].
Brin, Dana ;
Sorin, Vera ;
Vaid, Akhil ;
Soroush, Ali ;
Glicksberg, Benjamin S. ;
Charney, Alexander W. ;
Nadkarni, Girish ;
Klang, Eyal .
SCIENTIFIC REPORTS, 2023, 13 (01)
[8]   ChatGPT in medicine: an overview of its applications, advantages, limitations, future prospects, and ethical considerations [J].
Dave, Tirth ;
Athaluri, Sai Anirudh ;
Singh, Satyam .
FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2023, 6
[9]   Performance of Large Language Models (ChatGPT, Bing Search, and Google Bard) in Solving Case Vignettes in Physiology [J].
Dhanvijay, Anup Kumar D. ;
Pinjar, Mohammed Jaffer ;
Dhokane, Nitin ;
Sorte, Smita R. ;
Kumari, Amita ;
Mondal, Himel .
CUREUS JOURNAL OF MEDICAL SCIENCE, 2023, 15 (08)
[10]   ChatGPT outperforms humans in emotional awareness evaluations [J].
Elyoseph, Zohar ;
Hadar-Shoval, Dorit ;
Asraf, Kfir ;
Lvovsky, Maya .
FRONTIERS IN PSYCHOLOGY, 2023, 14