聊天GPT在放射技术专家和治疗师进入实践考试的表现
Ryan Duggan1, Kaitlyn M Tsuruda2
1School of Health Sciences, Dalhousie University, Halifax, Nova Scotia, Canada; Miramichi Regional Hospital, Horizon Health Network, New Brunswick, Canada.
聊天GPT (GPT-4) 在加拿大医学辐射技术人员认证考试中取得了可变的成功,通过了MRI和放射治疗考试,但在放射技术方面遇到了困难. 它的反应在多次尝试中显示出高度一致性.
科学领域:
- 医疗教育中的人工智能
- 专业认证的大型语言模型 (LLM)
- 医学成像和辐射治疗评估
背景情况:
- 评估像ChatGPT (GPT-4) 这样的先进AI的能力对于理解其在专业发展中的潜在作用至关重要.
- 加拿大医学辐射技术人员协会 (CAMRT) 提供认证考试,作为专业能力的基准.
研究的目的:
- 评估ChatGPT (GPT-4) 在CAMRT管理的认证式考试中的熟练程度.
- 分析这些标准化考试的多次尝试中ChatGPT的性能一致性.
主要方法:
- 聊天GPT (GPT-4) 接受了CAMRT在放射技术,MRI,核医学和放射治疗方面的实践考试.
- 每次考试进行了五次,使用描述性统计数据分析绩效,并按学科和问题类型 (知识,应用,批判性思维) 分层.
- 使用Light's Kappa统计数据来测量反复尝试中答案的一致性.
主要成果:
- 在所有尝试中,ChatGPT在MRI (100%) 和放射治疗 (100%) 考试中都取得了合格分数 (≥65%).
- 放射技术 (20%的合格率) 和核医学 (60%的合格率) 的表现各不相同.
- 人工智能在以知识为基础的问题上表现出色,但在批判性思维问题上表现不佳;尝试中的响应协议相当大,几乎是完美的.
结论:
- 聊天GPT (GPT-4) 可以通过辐射技术人员和治疗师的认证式考试,尽管性能因学科而异.
- 人工智能在反复的考试尝试中表现出高的一致性.
- 未来关于AI在标准化测试中的表现的研究应该包括重复测量,以考虑响应的一致性.
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