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在美国,YouTube的推算法是左倾的
Hazem Ibrahim1, Nouar AlDahoul1, Sangjin Lee1
1Department of Computer Science, New York University Abu Dhabi, Abu Dhabi 129188, UAE.
PNAS nexus
|August 21, 2023
概括
在YouTube上播放YouTube的视频.
科学领域:
- 在线政治沟通在线政治沟通
- 社交媒体中的算法偏见
- 计算社会科学 计算社会科学
背景情况:
- 优酷 (YouTube) 是一个主要的在线政治视频消费平台.
- 它的推算法显著影响用户对内容的接触.
- 人们对算法回声室和极端主义内容传递存在担忧.
研究的目的:
- 调查YouTube推算法的潜在政治倾向.
- 为了确定算法是否表现出偏向向左或向右.
- 了解算法政治偏见对用户的影响.
主要方法:
- 构建了六个典型的用户角色,跨越美国政治频谱 (从极左到极右).
- 进行了为期八个月的受控实验,分析了超过12万个推的视频.
- 评估了算法对用户消费模式和内容曝光的影响.
主要成果:
- 算法表现出一种不对称的偏离政治极端,极右翼比极左翼更强.
- YouTube的推显示左侧倾斜,即使对于没有观看历史记录的用户来说也是如此.
- 观察到算法偏见,影响了不同政治倾向的内容曝光.
结论:
- YouTube的推算法表现出政治偏见,偏向左边.
- 这种偏见是不对称的,根据用户的政治取向,它会对用户产生不同的影响.
- 这些发现引发了关于YouTube等平台上的有偏见的算法对社会和政治影响的关键问题.
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