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dc.contributor.authorGhosh, Soham
dc.date.accessioned2025-04-08T11:45:47Z
dc.date.available2025-04-08T11:45:47Z
dc.date.created15/12/2023en
dc.date.issued2023
dc.date.submitted2023en
dc.identifier.citationSoham Ghosh, Megha Sharma, Soumyakanti Chakraborty, Anjana Susarla, "Maybe You Should Talk to Someone": The Role of Online Communities on Mental Healthcare Presenter Information, International Conference on Information Systems, India, 15/12/2023, 2023en
dc.identifier.otherY
dc.description.abstractOnline Health Communities like YouTube offer mental health patients an alternative channel to learn about mental illnesses, the treatment path to follow, and to share their experiences. For many patients who are reluctant to seek professional help, a video on mental health uploaded by a content creator may serve as a substitute for a counsellor. Our work aims to develop an understanding of the relationship between language formality and social support and provide normative guidelines for content creators on social media platforms. Using two transformer-based deep learning classification models, we determine the degree of language formality or informality present in the content, and three dimensions of social support in the comments. We then utilize propensity score estimation to establish the causal effect of (in)formality on the dimensions of social support for 994 videos and 3,10,157 comments. Our findings indicate that informal speech increases emotional support, leading to better health outcomes.en
dc.language.isoenen
dc.rightsYen
dc.subjectOnline Health Communities (OHCs), mental health, deep learning, social media, healthcare analyticsen
dc.title"Maybe You Should Talk to Someone": The Role of Online Communities on Mental Healthcare Presenter Informationen
dc.title.alternativeInternational Conference on Information Systemsen
dc.typeConference Paperen
dc.type.supercollectionscholarly_publicationsen
dc.type.supercollectionrefereed_publicationsen
dc.identifier.peoplefinderurlhttp://people.tcd.ie/soghosh
dc.identifier.rssinternalid277183
dc.rights.ecaccessrightsopenAccess
dc.subject.TCDThemeDigital Humanitiesen
dc.subject.TCDTagIdentification and quantification of health care needsen
dc.identifier.rssurihttps://aisel.aisnet.org/icis2023/ishealthcare/ishealthcare/21/
dc.identifier.orcid_id0000-0003-4237-656X
dc.status.accessibleNen
dc.identifier.urihttps://hdl.handle.net/2262/111469


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