评估聊天机器人作为乳腺癌患者的伴侣:合作试点研究
Sebastian Daniel Boie1, Esther Glastetter1, Michael Patrick Lux2
1Pfizer Pharma GmbH, Friedrichstr. 110, Berlin, 10117, Germany, 49 15152377580.
JMIR cancer
|August 13, 2025
概括
使用GPT-4的AI聊天机器人为德国乳腺癌患者提供了个性化,准确的健康信息. 虽然在很大程度上是有效的,但人类监督对于完整性和安全性至关重要.
科学领域:
- 在瘤学中使用人工智能
- 医疗保健的自然语言处理.
- 患者信息系统患者信息系统
背景情况:
- 乳腺癌患者需要个性化,可靠的信息来坚持治疗.
- 现有的资源很难提供量身定制的响应,特别是对于非英语使用者.
- 信息缺口阻碍了患者理解和遵守护理计划.
研究的目的:
- 为了评估一个AI聊天机器人 (GPT-4与检索增强生成) 回答德国乳腺癌患者的问题.
- 评估聊天机器人提供个性化和语言上可访问信息的能力.
- 确定人工智能生成的响应的准确性,可理解性和安全性.
主要方法:
- 收集了来自德国乳腺癌患者组的118个真实患者问题.
- 在7个类别中选择了104个问题,并配置了GPT-4与特定提示.
- 通过专家和患者的评分,对答案的可理解性,正确性,完整性和潜在危害进行评估.
- 整合了德国医疗指南和患者资料的数据库.
主要成果:
- 人工智能聊天机器人获得了很高的评分:85.6%的可理解性,87.5%的正确性,69.2%的完整性和89.4%的非有害响应.
- 不完整的答案往往省略了报销细节或微妙的治疗建议.
- 6%的回复被评为可能有害的,因为信息过时或不合适.
- 聊天机器人在营养和骨健康类别中表现良好.
结论:
- 具有GPT-4和检索增强的AI聊天机器人可以为德国乳腺癌患者提供有价值的个性化信息.
- 这项技术有望增强以患者为中心的沟通和知情决策.
- 完整性的限制和潜在的伤害需要持续的人类监督和进一步开发.
- 未来的工作应侧重于更新的数据库,高级检索和明确的免责声明,以确保安全实施.
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