新闻推荐系统对选择性曝光的条件效应建模:来自两个在线实验的证据

IF 6.1 1区 文学 Q1 COMMUNICATION
Erik Knudsen
{"title":"新闻推荐系统对选择性曝光的条件效应建模:来自两个在线实验的证据","authors":"Erik Knudsen","doi":"10.1093/joc/jqac047","DOIUrl":null,"url":null,"abstract":"Under which conditions do news recommender systems (NRSs) amplify or reduce selective exposure? I provide the Recommender Influenced Selective Exposure framework, which aims to enable researchers to model and study the conditional effects of NRSs on selective exposure. I empirically test this framework by studying user behavior on a news site where the choice environment is designed to systematically influence selective exposure. Through two preregistered online experiments that simulate different NRSs and unobtrusively log user behavior, I contribute empirical evidence that an NRS can increase or decrease the chance that selective exposure occurs, depending on what the NRS is designed to achieve. These insights have implications for ongoing scholarly debates on the democratic impact of NRSs.","PeriodicalId":48410,"journal":{"name":"Journal of Communication","volume":"4 5","pages":""},"PeriodicalIF":6.1000,"publicationDate":"2022-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Modeling news recommender systems’ conditional effects on selective exposure: evidence from two online experiments\",\"authors\":\"Erik Knudsen\",\"doi\":\"10.1093/joc/jqac047\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Under which conditions do news recommender systems (NRSs) amplify or reduce selective exposure? I provide the Recommender Influenced Selective Exposure framework, which aims to enable researchers to model and study the conditional effects of NRSs on selective exposure. I empirically test this framework by studying user behavior on a news site where the choice environment is designed to systematically influence selective exposure. Through two preregistered online experiments that simulate different NRSs and unobtrusively log user behavior, I contribute empirical evidence that an NRS can increase or decrease the chance that selective exposure occurs, depending on what the NRS is designed to achieve. These insights have implications for ongoing scholarly debates on the democratic impact of NRSs.\",\"PeriodicalId\":48410,\"journal\":{\"name\":\"Journal of Communication\",\"volume\":\"4 5\",\"pages\":\"\"},\"PeriodicalIF\":6.1000,\"publicationDate\":\"2022-12-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Communication\",\"FirstCategoryId\":\"98\",\"ListUrlMain\":\"https://doi.org/10.1093/joc/jqac047\",\"RegionNum\":1,\"RegionCategory\":\"文学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMMUNICATION\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Communication","FirstCategoryId":"98","ListUrlMain":"https://doi.org/10.1093/joc/jqac047","RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMMUNICATION","Score":null,"Total":0}
引用次数: 2

摘要

新闻推荐系统(NRSs)在哪些条件下放大或减少选择性曝光?我提供了推荐影响选择性暴露框架,其目的是使研究人员能够模拟和研究NRSs对选择性暴露的条件效应。我通过研究新闻网站上的用户行为对这个框架进行了实证测试,在这个网站上,选择环境被设计成系统地影响选择性曝光。通过两个预先注册的在线实验,模拟不同的NRS并不引人注目地记录用户行为,我提供了经验证据,表明NRS可以增加或减少选择性暴露发生的机会,这取决于NRS的设计目的。这些见解对正在进行的关于nrs民主影响的学术辩论具有启示意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Modeling news recommender systems’ conditional effects on selective exposure: evidence from two online experiments

Modeling news recommender systems’ conditional effects on selective exposure: evidence from two online experiments
Under which conditions do news recommender systems (NRSs) amplify or reduce selective exposure? I provide the Recommender Influenced Selective Exposure framework, which aims to enable researchers to model and study the conditional effects of NRSs on selective exposure. I empirically test this framework by studying user behavior on a news site where the choice environment is designed to systematically influence selective exposure. Through two preregistered online experiments that simulate different NRSs and unobtrusively log user behavior, I contribute empirical evidence that an NRS can increase or decrease the chance that selective exposure occurs, depending on what the NRS is designed to achieve. These insights have implications for ongoing scholarly debates on the democratic impact of NRSs.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Communication
Journal of Communication COMMUNICATION-
CiteScore
11.60
自引率
5.10%
发文量
41
期刊介绍: The Journal of Communication, the flagship journal of the International Communication Association, is a vital publication for communication specialists and policymakers alike. Focusing on communication research, practice, policy, and theory, it delivers the latest and most significant findings in communication studies. The journal also includes an extensive book review section and symposia of selected studies on current issues. JoC publishes top-quality scholarship on all aspects of communication, with a particular interest in research that transcends disciplinary and sub-field boundaries.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信