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Use of artificial intelligence chatbots in clinical management of immune-related adverse events

完备性(序理论) 利克特量表 不利影响 医学 人工智能 评定量表 自然语言处理 计算机科学 机器学习 统计 内科学 数学 数学分析
作者
Hannah Burnette,Aliyah Pabani,Mitchell S. von Itzstein,Benjamin Switzer,Run Fan,Fei Ye,Igor Puzanov,Jarushka Naidoo,Paolo A. Ascierto,David E. Gerber,Marc S. Ernstoff,Douglas B. Johnson
出处
期刊:Journal for ImmunoTherapy of Cancer [BMJ]
卷期号:12 (5): e008599-e008599 被引量:17
标识
DOI:10.1136/jitc-2023-008599
摘要

Background Artificial intelligence (AI) chatbots have become a major source of general and medical information, though their accuracy and completeness are still being assessed. Their utility to answer questions surrounding immune-related adverse events (irAEs), common and potentially dangerous toxicities from cancer immunotherapy, are not well defined. Methods We developed 50 distinct questions with answers in available guidelines surrounding 10 irAE categories and queried two AI chatbots (ChatGPT and Bard), along with an additional 20 patient-specific scenarios. Experts in irAE management scored answers for accuracy and completion using a Likert scale ranging from 1 (least accurate/complete) to 4 (most accurate/complete). Answers across categories and across engines were compared. Results Overall, both engines scored highly for accuracy (mean scores for ChatGPT and Bard were 3.87 vs 3.5, p<0.01) and completeness (3.83 vs 3.46, p<0.01). Scores of 1–2 (completely or mostly inaccurate or incomplete) were particularly rare for ChatGPT (6/800 answer-ratings, 0.75%). Of the 50 questions, all eight physician raters gave ChatGPT a rating of 4 (fully accurate or complete) for 22 questions (for accuracy) and 16 questions (for completeness). In the 20 patient scenarios, the average accuracy score was 3.725 (median 4) and the average completeness was 3.61 (median 4). Conclusions AI chatbots provided largely accurate and complete information regarding irAEs, and wildly inaccurate information (“hallucinations”) was uncommon. However, until accuracy and completeness increases further, appropriate guidelines remain the gold standard to follow
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