算法陷:用户自主权和心理健康的无声侵蚀
Leon Donadoni1, Donatella Marazziti2, Federico Mucci3
1Atlantic Institute, Rome.
Clinical neuropsychiatry
|January 1, 2026
概括
青少年的在线体验是由个性化的内容算法塑造的,而不仅仅是网上花费的时间. 了解这些暴露模式是减轻有害比较等风险的关键,并最大限度地提高年轻用户的利益.
科学领域:
- 数字媒体研究数字媒体研究
- 青少年心理学 青少年心理学
- 公共卫生 公共卫生
背景情况:
- 社交媒体平台利用算法来个性化向用户提供内容.
- 青少年的在线体验越来越受这些策划环境的影响.
- 社交媒体对青少年幸福感的影响是复杂的,并且在个人之间有很大的差异.
研究的目的:
- 检查推系统在塑造青少年在线体验中的作用.
- 区分在线时间和内容曝光的性质.
- 为公众健康策略和临床干预提供有关青少年社交媒体使用的信息.
主要方法:
- 对大量青少年队伍的分析,以确定社交媒体参与的模式.
- 研究内容曝光与心理痛苦之间的关系.
- 检查用户对个性化料的反应中的异质性.
主要成果:
- 一小部分的青少年使用者 (10-15%) 由于使用社交媒体而遭受不成比例的痛苦.
- 个性化内容曝光,而不是在线总时间,与风险和收益密切相关.
- 特定的内容模式可以促进联系或加剧诸如外观比较和接触有害材料等问题.
结论:
- 公共卫生方法需要透明度,独立审计,以及社交媒体平台的安全设计原则.
- 临床干预应侧重于接触类型和潜在机制,而不仅仅是使用时间.
- 需要一个平衡的,谨慎的方法来利用在线的好处,同时通过负责任的平台设计,尽量减少可预见的危害.
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