Applying GPT-4 to the Plastic Surgery Inservice Training Examination.

Journal of plastic, reconstructive & aesthetic surgery : JPRAS 2023 Vol.87() p. 78-82

Gupta R, Park JB, Herzog I, Yosufi N, Mangan A, Firouzbakht PK, Mailey BA

Abstract

[BACKGROUND] The recent introduction of Generative Pre-trained Transformer (GPT)-4 has demonstrated the potential to be a superior version of ChatGPT-3.5. According to many, GPT-4 is seen as a more reliable and creative version of GPT-3.5.

[OBJECTIVE] In conjugation with our prior manuscript, we wanted to determine if GPT-4 could be exploited as an instrument for plastic surgery graduate medical education by evaluating its performance on the Plastic Surgery Inservice Training Examination (PSITE).

[METHODS] Sample assessment questions from the 2022 PSITE were obtained from the American Council of Academic Plastic Surgeons website and manually inputted into GPT-4. Responses by GPT-4 were qualified using the properties of natural coherence. Incorrect answers were stratified into the consequent categories: informational, logical, or explicit fallacy.

[RESULTS] From a total of 242 questions, GPT-4 provided correct answers for 187, resulting in a 77.3% accuracy rate. Logical reasoning was utilized in 95.0% of questions, internal information in 98.3%, and external information in 97.5%. Upon separating the questions based on incorrect and correct responses, a statistically significant difference was identified in GPT-4's application of logical reasoning.

[CONCLUSION] GPT-4 has shown to be more accurate and reliable for plastic surgery resident education when compared to GPT-3.5. Users should look to utilize the tool to enhance their educational curriculum. Those who adopt the use of such models may be better equipped to deliver high-quality care to their patients.

추출된 의학 개체 (NER)

유형영어 표현한국어 / 풀이UMLS CUI출처등장
약물 [BACKGROUND] scispacy 1
약물 [OBJECTIVE] scispacy 1
질환 ChatGPT-3.5 scispacy 1
질환 GPT-4 scispacy 1
기타 patients scispacy 1

MeSH Terms

Humans; Surgery, Plastic; Plastic Surgery Procedures; Inservice Training; Curriculum; Education, Medical, Graduate