人类继承了人工智能偏见
Lucía Vicente1, Helena Matute2
1Department of Psychology, Deusto University, Avenida Universidades 24, 48007, Bilbao, Spain.
Scientific reports
|October 3, 2023
概括
人们可以继承人工智能 (AI) 的偏见. 即使在人工智能协助后,人类的决策也反映了人工智能在医疗诊断任务中的偏见建议,证明了偏见遗传.
科学领域:
- 人与计算机的交互
- 人工智能伦理学 人工智能伦理学
- 认知心理学 认知心理学
背景情况:
- 人工智能 (AI) 系统可能会表现出偏见,导致错误的建议.
- 了解偏见的人工智能对人类决策的影响至关重要,特别是在医学等敏感领域.
研究的目的:
- 调查个人是否在与有偏见的AI系统互动后,在自己的决策中复制AI偏见.
- 为了确定这种偏见是否在人工智能支持被删除后仍然存在.
主要方法:
- 通过模拟医疗诊断任务进行了三项实验.
- 参与者从有偏见的AI系统获得了帮助,或者在没有AI支持的情况下工作.
- 性能是根据分类准确性和错误模式来评估的.
主要成果:
- 人工智能建议显著影响了参与者的诊断决策.
- 使用有偏见的AI的参与者即使在AI援助被撤回后,也继续犯下类似的错误.
- 人类的反应模仿了AI偏见,表明了偏见的转移.
结论:
- 人类遗传的AI偏见是显而易见的,用户采用他们与之互动的AI系统的偏见.
- 这一现象对人工智能在关键决策过程中的部署产生了重大影响.
- 需要进一步的研究来制定减轻人工智能偏差转移的策略.
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