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影响问答社区中健康相关帖子可回答性和受欢迎程度的因素:对 Metafilter 的信息流行病学研究。

Factors Influencing the Answerability and Popularity of a Health-Related Post in the Question-and-Answer Community: Infodemiology Study of Metafilter.

机构信息

School of Information Management, Central China Normal University, Wuhan, China.

Department of Information Management, Peking University, Beijing, China.

出版信息

J Med Internet Res. 2023 Nov 17;25:e48858. doi: 10.2196/48858.

Abstract

BACKGROUND

The web-based health question-and-answer (Q&A) community has become the primary and handy way for people to access health information and knowledge directly.

OBJECTIVE

The objective of our study is to investigate how content-related, context-related, and user-related variables influence the answerability and popularity of health-related posts based on a user-dynamic, social network, and topic-dynamic semantic network, respectively.

METHODS

Full-scale data on health consultations were acquired from the Metafilter Q&A community. These variables were designed in terms of context, content, and contributors. Negative binomial regression models were used to examine the influence of these variables on the favorite and comment counts of a health-related post.

RESULTS

A total of 18,099 post records were collected from a well-known Q&A community. The findings of this study include the following. Content-related variables have a strong impact on both the answerability and popularity of posts. Notably, sentiment values were positively related to favorite counts and negatively associated with comment counts. User-related variables significantly affected the answerability and popularity of posts. Specifically, participation intensity was positively related to comment count and negatively associated with favorite count. Sociability breadth only had a significant impact on comment count. Context-related variables have a more substantial influence on the popularity of posts than on their answerability. The topic diversity variable exhibits an inverse correlation with the comment count while manifesting a positive correlation with the favorite count. Nevertheless, topic intensity has a significant effect only on favorite count.

CONCLUSIONS

The research results not only reveal the factors influencing the answerability and popularity of health-related posts, which can help them obtain high-quality answers more efficiently, but also provide a theoretical basis for platform operators to enhance user engagement within health Q&A communities.

摘要

背景

基于网络的健康问答(Q&A)社区已成为人们直接获取健康信息和知识的主要便捷方式。

目的

本研究旨在分别从用户动态、社交网络和主题动态语义网络的角度,探讨内容相关、上下文相关和用户相关变量如何影响健康相关帖子的可回答性和受欢迎程度。

方法

从 Metafilter Q&A 社区获取了全面的健康咨询数据。这些变量是根据上下文、内容和贡献者来设计的。使用负二项回归模型来检验这些变量对健康相关帖子的点赞和评论计数的影响。

结果

从一个知名的问答社区共收集了 18099 个帖子记录。本研究的结果包括以下内容。内容相关变量对帖子的可回答性和受欢迎程度都有很强的影响。特别是,情感值与点赞数呈正相关,与评论数呈负相关。用户相关变量显著影响帖子的可回答性和受欢迎程度。具体而言,参与强度与评论计数呈正相关,与点赞计数呈负相关。社交广度仅对评论计数有显著影响。上下文相关变量对帖子的受欢迎程度的影响大于对其可回答性的影响。主题多样性变量与评论计数呈负相关,与点赞计数呈正相关。然而,主题强度仅对点赞计数有显著影响。

结论

研究结果不仅揭示了影响健康相关帖子可回答性和受欢迎程度的因素,帮助他们更高效地获得高质量的答案,还为平台运营商提供了理论依据,以增强健康问答社区内的用户参与度。

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