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Academic research indicates that algorithms optimizing for dwell time tend to push content that triggers emotional fluctuations, especially anger and anxiety.
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9/1/2026
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UnverifiedThe core metrics for content distribution platforms are user dwell time and engagement rate, and algorithms favor content that triggers strong emotions such as fear, anger, and anxiety (negativity bias).77% similarUnverified当推荐模型的优化目标被设定为最大化engagement时,模型会系统性给予情绪化内容更高分发权重,这被研究者称为算法放大效应(algorithmic amplification)68% similarUnverifiedFacebook前数据科学家Frances Haugen披露的内部文件显示,平台明知带有愤怒情绪的错误信息传播效率更高,却因影响商业指标而迟迟未做有效干预68% similar
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