Predicting users' continued engagement in online health communities from the quantity and quality of received support

被引:21
作者
Wang, Xiangyu [1 ]
High, Andrew [2 ]
Wang, Xi [3 ]
Zhao, Kang [4 ]
机构
[1] Univ Iowa, Interdisciplinary Grad Program Informat, Iowa City, IA 52242 USA
[2] Penn State Univ, Dept Commun Arts & Sci, University Pk, PA 16802 USA
[3] Cent Univ Finance & Econ, Sch Informat, Beijing, Peoples R China
[4] Univ Iowa, Tipple Coll Business, Iowa City, IA 52242 USA
关键词
SOCIAL SUPPORT; BREAST-CANCER; WOMEN; CONSEQUENCES; INFORMATION; EXPRESSION; MISMATCHES; RECEPTION; MODERATOR; SURVIVAL;
D O I
10.1002/asi.24436
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Online health communities (OHCs) have been major resources for people with similar health concerns to interact with each other. They offer easily accessible platforms for users to seek, receive, and provide supports by posting. Taking the advantage of text mining and machine learning techniques, we identified social support type(s) in each post and a new user's support needs in an OHC. We examined a user's first-time support-seeking experience by measuring both quantity and quality of received support. Our results revealed that the amount and match of received support are positive and significant predictors of new users' continued engagement. Our outcomes can provide insight for designing and managing a sustainable OHC by retaining users.
引用
收藏
页码:710 / 722
页数:13
相关论文
共 70 条
[1]   Social Support, Reciprocity, and Anonymity in Responses to Sexual Abuse Disclosures on Social Media [J].
Andalibi, Nazanin ;
Haimson, Oliver L. ;
De Choudhury, Munmun ;
Forte, Andrea .
ACM TRANSACTIONS ON COMPUTER-HUMAN INTERACTION, 2018, 25 (05)
[2]  
[Anonymous], 2007, Online Social Support: The Interplay of Social Networks and Computer-Mediated Communication
[3]   Perceived helpfulness and impact of social support provided by family, friends, and health care providers to women newly disgnosed with breast cancer [J].
Arora, Neeraj K. ;
Rutten, Lila J. Finney ;
Gustafson, David H. ;
Moser, Richard ;
Hawkins, Robert P. .
PSYCHO-ONCOLOGY, 2007, 16 (05) :474-486
[4]  
Baojun Qiu, 2011, Proceedings of the 2011 IEEE Third International Conference on Privacy, Security, Risk and Trust and IEEE Third International Conference on Social Computing (PASSAT/SocialCom 2011), P274, DOI 10.1109/PASSAT/SocialCom.2011.127
[5]   Fostering empowerment in online support groups [J].
Barak, Azy ;
Boniel-Nissim, Meyran ;
Suler, John .
COMPUTERS IN HUMAN BEHAVIOR, 2008, 24 (05) :1867-1883
[6]  
Barbee A.P., 1995, COMMUNICATION YB, V18, P381, DOI [DOI 10.1080/23808985.1995.11678921, 10.1080/23808985.1995.11678921]
[8]   Bringing theory to research on computer-mediated comforting communication [J].
Caplan, Scott E. ;
Turner, Jacob S. .
COMPUTERS IN HUMAN BEHAVIOR, 2007, 23 (02) :985-998
[9]  
CHANCELLOR S, 2018, P 2018 CHI C HUM
[10]   SMOTE: Synthetic minority over-sampling technique [J].
Chawla, Nitesh V. ;
Bowyer, Kevin W. ;
Hall, Lawrence O. ;
Kegelmeyer, W. Philip .
2002, American Association for Artificial Intelligence (16)