Restraining the formation of filter bubbles with algorithmic affordances: Toward more balanced information consumption and decreased attitude extremity

功能可见性 消费(社会学) 计算机科学 滤波器(信号处理) 人机交互 心理学 美学 计算机视觉 艺术
作者
Tingting Jiang,Zhumo Sun,Shiting Fu
出处
标识
DOI:10.1002/asi.24988
摘要

Abstract In combating filter bubbles, an undesirable consequence of personalized recommendations, prior research has focused on improving algorithms to increase the diversity of the content recommended. Following a user‐centered approach firmly grounded in information science, this study is dedicated to optimizing interaction patterns with algorithmic affordances, aiming to augment the diversity of the content consumed and induce favorable attitude changes. A controlled experiment was conducted on a mock personalized recommender system that provided both information and interactivity affordances, exemplified by stance labels and stance‐based filters, respectively. A total of 142 participants were recruited to browse recommendations generated by the system on a specific controversial topic, and the selectivity of their information consumption behavior and the change in their attitude extremity were measured. It was found that both types of affordances were effective in reducing users' behavioral selectivity. While stance labels inhibited the consumption of pro‐attitudinal information, stance‐based filters facilitated the consumption of counter‐attitudinal information. Furthermore, the affordances could immediately mitigate the attitude extremity of those with a higher level of algorithmic literacy. The findings not only enrich the growing body of literature on filter bubbles but also offer valuable implications for the affordance design practices of personalized recommender systems.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
samtol完成签到,获得积分10
1秒前
唐春明完成签到,获得积分10
1秒前
1秒前
手打鱼丸完成签到 ,获得积分10
1秒前
guoyunlong完成签到,获得积分10
1秒前
Qinqinasm完成签到,获得积分10
2秒前
淡淡的语柳完成签到 ,获得积分10
2秒前
3秒前
乐观道之完成签到,获得积分10
3秒前
科奇应助糖霜烤面包采纳,获得20
3秒前
坦率的匪完成签到,获得积分10
3秒前
4秒前
等风等你完成签到,获得积分10
5秒前
认真的觅松完成签到 ,获得积分10
5秒前
整齐冬瓜完成签到,获得积分10
5秒前
李大白完成签到 ,获得积分10
5秒前
song_song完成签到,获得积分10
6秒前
星辰大海应助Ni采纳,获得10
6秒前
清清甜应助熊毅峰采纳,获得10
7秒前
高山我梦完成签到,获得积分10
8秒前
9秒前
dogsday完成签到,获得积分10
9秒前
poyo完成签到,获得积分10
9秒前
跳跃雨泽完成签到,获得积分10
9秒前
北海qy完成签到,获得积分10
9秒前
xx完成签到,获得积分10
9秒前
Joanna完成签到,获得积分10
10秒前
hhh完成签到,获得积分10
10秒前
刻苦樱完成签到 ,获得积分10
10秒前
婷婷完成签到,获得积分10
10秒前
10秒前
11秒前
LL发布了新的文献求助10
11秒前
茄子完成签到,获得积分10
11秒前
尧九完成签到,获得积分10
12秒前
Cuisine完成签到 ,获得积分10
12秒前
yan123完成签到,获得积分10
12秒前
负数完成签到,获得积分10
12秒前
热心克莉丝完成签到,获得积分10
13秒前
赘婿应助山雀采纳,获得10
13秒前
高分求助中
【提示信息,请勿应助】关于scihub 10000
A new approach to the extrapolation of accelerated life test data 1000
徐淮辽南地区新元古代叠层石及生物地层 500
Coking simulation aids on-stream time 450
北师大毕业论文 基于可调谐半导体激光吸收光谱技术泄漏气体检测系统的研究 390
Phylogenetic study of the order Polydesmida (Myriapoda: Diplopoda) 370
Robot-supported joining of reinforcement textiles with one-sided sewing heads 360
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 4015970
求助须知:如何正确求助?哪些是违规求助? 3555964
关于积分的说明 11319479
捐赠科研通 3289040
什么是DOI,文献DOI怎么找? 1812373
邀请新用户注册赠送积分活动 887882
科研通“疑难数据库(出版商)”最低求助积分说明 812044