Matching for Peer Support: Exploring Algorithmic Matching for Online Mental Health Communities

被引:1
|
作者
Fang A. [1 ]
Zhu H. [1 ]
机构
[1] Carnegie Mellon University, Pittsburgh, PA
关键词
algorithmic matching; mental health; online communities; peer support;
D O I
10.1145/3555202
中图分类号
学科分类号
摘要
Online mental health communities (OMHCs) have emerged in recent years as an effective and accessible way to obtain peer support, filling crucial gaps of traditional mental health resources. However, the mechanisms for users to find relationships that fulfill their needs and capabilities in these communities are highly underdeveloped. Using a mixed-methods approach of user interviews and behavioral log analysis on 7Cups.com, we explore central challenges in finding adequate peer relationships in online support platforms and how algorithmic matching can alleviate many of these issues. We measure the impact of using qualities like gender and age in purposeful matching to improve member experiences, with especially salient results for users belonging to vulnerable populations. Lastly, we note key considerations for designing matching systems in the online mental health context, such as the necessity for better moderation to avoid potential harassment behaviors exacerbated by algorithmic matching. Our findings yield key insights into current user experiences in OMHCs as well as design implications for building matching systems in the future for OMHCs. © 2022 Owner/Author.
引用
下载
收藏
相关论文
共 50 条
  • [1] Social Support is Contagious: Exploring the Effect of Social Support in Online Mental Health Communities
    Chen, Yixin
    Xu, Yang
    EXTENDED ABSTRACTS OF THE 2021 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI'21), 2021,
  • [2] Leveraging cues from person-generated health data for peer matching in online communities
    Hartzler, Andrea L.
    Taylor, Megan N.
    Park, Albert
    Griffiths, Troy
    Backonja, Uba
    McDonald, David W.
    Wahbeh, Sam
    Brown, Cory
    Pratt, Wanda
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2016, 23 (03) : 496 - 507
  • [3] Exploring online peer support: Informal caregivers' usage of a mental health discussion board
    Darcy, J.
    Brunsden, V
    Hill, R.
    PSYCHOLOGY & HEALTH, 2008, 23 : 97 - 98
  • [4] Exploring the Effect of Social Support and Empathy on User Engagement in Online Mental Health Communities
    Chen, Yixin
    Xu, Yang
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (13)
  • [5] Opportunities to expand access to mental health services: A case for the role of online peer support communities
    Rutvij Merchant
    Aleah Goldin
    Deepa Manjanatha
    Claire Harter
    Judy Chandler
    Amanda Lipp
    Theresa Nguyen
    John A. Naslund
    Psychiatric Quarterly, 2022, 93 : 613 - 625
  • [6] Opportunities to expand access to mental health services: A case for the role of online peer support communities
    Merchant, Rutvij
    Goldin, Aleah
    Manjanatha, Deepa
    Harter, Claire
    Chandler, Judy
    Lipp, Amanda
    Nguyen, Theresa
    Naslund, John A.
    PSYCHIATRIC QUARTERLY, 2022, 93 (02) : 613 - 625
  • [7] Online peer-to-peer support in youth mental health: seizing the opportunity
    Alvarez-Jimenez, M.
    Gleeson, J. F.
    Rice, S.
    Gonzalez-Blanch, C.
    Bendall, S.
    EPIDEMIOLOGY AND PSYCHIATRIC SCIENCES, 2016, 25 (02) : 123 - 126
  • [8] From Social Network to Peer Support Network: Opportunities to Explore Mechanisms of Online Peer Support for Mental Health
    Rayland, Amy
    Andrews, Jacob
    JMIR MENTAL HEALTH, 2023, 10
  • [9] The use of online peer support communities in dermatology
    Thorneloe, R. J.
    BRITISH JOURNAL OF DERMATOLOGY, 2019, 181 (05) : 888 - 889
  • [10] Sharing mental health peer information and peer support in hikikomori's online discussion groups
    Haasio, Ari
    Kannasto, Elisa
    Salminen-Tuomaala, Mari
    QUALITATIVE & QUANTITATIVE METHODS IN LIBRARIES, 2023, 12 (03): : 329 - 343