信息资源管理学报 ›› 2023, Vol. 13 ›› Issue (6): 110-124.doi: 10.13365/j.jirm.2023.06.110

• 研究论文 • 上一篇    下一篇

搜寻与分享:在线社区用户对新冠疫苗的诉求识别和特征分析

柯青1 季璐1 杜佳2,3   

  1. 1.南京大学信息管理学院,南京,210023; 
    2. 澳大利亚南澳大学STEM学部,阿德莱德,SA 5001; 3.查尔斯特大学信息与传播学院,新南威尔士州,2650
  • 出版日期:2023-11-26 发布日期:2023-12-29
  • 作者简介:柯青(通讯作者),博士,教授,研究方向为网络信息资源管理、信息检索、人机交互与用户行为,Email:keqing@nju.edu.cn;季璐,硕士生,研究方向为人机交互与用户行为;杜佳,博士,副教授,研究方向为新兴技术与社会创新、交互式网络搜索、用户信息行为。
  • 基金资助:
    本文系国家社科基金项目“焦虑情绪下在线健康社区用户信息精细加工和健康行为研究”(20BTQ076)的研究成果之一。

Seeking and Sharing: Identification and Characteristics of Information Appeals for COVID-19 Vaccine Expressed in Online Community

Ke Qing1 Ji Lu1 Jia Tina Du2,3   

  1. 1.School of Information Management, Nanjing University, Nanjing, 210023; 
    2.UniSA STEM, University of South Australia, Adelaide, SA 5001; 3.School of Information and Communication Studies, Charles Sturt University, NSW 2650
  • Online:2023-11-26 Published:2023-12-29

摘要: 本研究采集百度贴吧平台上新冠疫苗的数据,依据用户参与在线社区的搜寻和分享行为动机,构建诉求分类框架,将该框架结合BERT深度学习模型和LDA模型,识别用户诉求类型和诉求主题,并在此基础上分析用户对新冠疫苗诉求的信息供需特征和传播特征。研究发现,用户主要以搜寻和分享事实型信息方式来表达信息型诉求和心理型诉求,两类诉求类型关注的诉求主题有共性也有差异,但从供需特征来看呈现出较为严重的数量矛盾和认知隔阂,且诉求类型和诉求主题均不同程度地影响信息传播效应。本研究提出的用户诉求分类框架有助于深入挖掘在线社区信息资源价值,研究结果对建立有效的信息供需机制和舆情控制策略具有参考价值。

关键词: 信息诉求, 新冠疫苗, 在线社区, 供需特征, 传播特征

Abstract: The online community is an effective channel for users to express their appeals. This paper collected the COVID-19 vaccine posts from Baidu Tieba and constructed an information appeal classification framework based on the user’s motivation to participate in the online community. Combining the framework with the BERT and the LDA model, this paper identified the users’ appeal types and appeal topics and analyzed the features of information appeals in online community from the aspects of information supply & demand and dissemination. The results show that users express their informational and psychological appeals mainly by seeking and sharing factual information, and these two types of appeal have commonalities and differences in the topic content. However, from the perspective of supply and demand, there are more serious quantitative and cognitive contradictions. Moreover, the appeal types and appeal topics have impacts on the information dissemination. The classification framework of user information appeal proposed in this study is helpful for in-depth mining of the value of online community information resources, and the results provide some references for establishing an effective information supply and demand mechanism and public opinion control strategy.

Key words: Information appeal, COVID-19 vaccine, Online community, Information seeking characteristics;Information sharing characteristics

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