相关实验视频
Updated: May 23, 2025

14:02
Measuring Engagement of Spectators of Social Digital Games
Published on: July 3, 2021
3.4K
参与度,用户满意度,以及社交媒体上分裂性内容的放大
Smitha Milli1, Micah Carroll2, Yike Wang3
1Department of Computer Science, Cornell Tech, New York, NY 10044, USA.
PNAS nexus
|March 12, 2025
概括
扩大用户参与度的社交媒体算法可能会通过促进敌对内容来恶化在线话语. 优先考虑声明的用户偏好可能会导致更健康的在线讨论,尽管需要进一步的研究.
科学领域:
- 计算社会科学 计算社会科学
- 算法审计是一种算法审计.
- 人与计算机的交互
背景情况:
- 社交媒体算法通常基于显示的偏好来优化用户参与 (例如点击,点赞).
- 这种关注可能无意中放大行为偏见和负面内容.
- 以前的研究假设基于参与的算法可能会加剧社会分裂.
研究的目的:
- 对Twitter基于参与度的排名算法进行审计,以确定其对内容放大的影响.
- 将用户参与度与用户对政治内容的偏好进行比较.
- 探索替代的排名系统,优先考虑声明的偏好.
主要方法:
- 对Twitter的排名系统进行了预先注册的算法审计.
- 通过基于参与的算法对反向时序基线进行增强的比较内容.
- 分析的用户表示偏好与算法选择的内容.
- 模拟了基于声明偏好的替代排名算法.
主要成果:
- 与基线相比,Twitter的参与算法放大了充满情感的敌对内容,将敌对内容排除在外.
- 用户不喜欢参与算法选择的内容,这表明在满足陈述的偏好方面表现不佳.
- 另一个优先考虑声明偏好的替代算法减少了敌对内容,但可能增加了强化内容.
结论:
- 基于参与的算法可能会放大负面内容,并且与用户的实际偏好不一致.
- 将陈述的偏好整合到社交媒体排名中可以提高在线话语的质量.
- 声明偏好算法的潜在权衡需要进一步调查.
相关概念视频
Group Polarization
34.1K
Group polarization is the strengthening of an original group attitude following the discussion of views within a group (Teger & Pruitt, 1967). That is, if a group initially favors a viewpoint, after discussion the group consensus is likely a stronger endorsement of the viewpoint. Conversely, if the group was initially opposed to a viewpoint, group discussion would likely lead to stronger opposition.
34.1K
Social Proof
27.4K
Social proof is a form of persuasion based on comparison and conformity. People compare their behavior and actions to what others are doing and will change to conform to do what their peers do.
27.4K
In- and Out-Groups
38.7K
People all belong to a gender, race, age, and social economic group. These groups provide a powerful source of our identity and self-esteem (Tajfel & Turner, 1979) and serve as our in-groups. An in-group is a group that we identify with or see ourselves as belonging to.
38.7K
Stereotype Content Model
13.9K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
13.9K
Social Exchange Theory
34.2K
We have discussed why we form relationships, what attracts us to others, and different types of love. But what determines whether we are satisfied with and stay in a relationship? One theory that provides an explanation is social exchange theory. According to social exchange theory, we act as naïve economists in keeping a tally of the ratio of costs and benefits of forming and maintaining a relationship with others (Rusbult & Van Lange, 2003).
34.2K
Amplifying Signals via Enzymatic Cascade
8.2K
When a ligand binds to a cell-surface receptor, the receptor's intracellular domain changes shape, which may either activate its enzyme function or allow its binding to other molecules. The initial signal is amplified by most signal transduction pathways. This means that a single ligand molecule can activate multiple molecules of a downstream target. Proteins that relay a signal are most commonly phosphorylated at one or more sites, activating or inactivating the protein. Kinases catalyze...
8.2K

