Sharing is in fact about caring: Care concerns feature prominently in subreddits devoted to self-injurious thoughts and behaviors. (August 2023)
- Record Type:
- Journal Article
- Title:
- Sharing is in fact about caring: Care concerns feature prominently in subreddits devoted to self-injurious thoughts and behaviors. (August 2023)
- Main Title:
- Sharing is in fact about caring: Care concerns feature prominently in subreddits devoted to self-injurious thoughts and behaviors
- Authors:
- Preston, Emma G.
Abdurahman, Suhaib
Woodward, Diana W.
West, Amy E. - Abstract:
- Abstract: Objective: Given poor treatment efficacy and utilization for self-injurious thoughts and behaviors (SITBs) and the pervasive SITB-stigma present in many treatment settings, research that identifies values and experiences that resonate with individuals engaged in SITBs is urgently needed to improve current treatment offerings. The present study uses Moral Foundations Theory, a leading framework for conceptualizing values and behavior, to identify responses to SITBs most likely to resonate with those who have lived SITB experience. Methods: Natural language processing methods (topic modeling, neural network-based classifier) were used to extract latent conversation topics and moral concerns from 1.68 M messages on the two largest SITB forums on Reddit. Once conversation topics and moral concerns were extracted, a linear regression model was fit to describe the relationship between likes on Reddit, moral concerns, and latent conversation topics. Results: Findings revealed several types of messages most likely to resonate with individuals engaged in SITBs: 1) Specific situational narratives compared to general messages of sadness ( p < .01); 2) messages that expressed care ( p < .001); and 3) specific messages that expressed care, fairness, loyalty, and purity. Conclusions: Specific, care-focused content (kind, nurturing content that discusses avoidance of emotional/physical harm to others) resonates most with individuals engaged in SITBs, providing insight to theAbstract: Objective: Given poor treatment efficacy and utilization for self-injurious thoughts and behaviors (SITBs) and the pervasive SITB-stigma present in many treatment settings, research that identifies values and experiences that resonate with individuals engaged in SITBs is urgently needed to improve current treatment offerings. The present study uses Moral Foundations Theory, a leading framework for conceptualizing values and behavior, to identify responses to SITBs most likely to resonate with those who have lived SITB experience. Methods: Natural language processing methods (topic modeling, neural network-based classifier) were used to extract latent conversation topics and moral concerns from 1.68 M messages on the two largest SITB forums on Reddit. Once conversation topics and moral concerns were extracted, a linear regression model was fit to describe the relationship between likes on Reddit, moral concerns, and latent conversation topics. Results: Findings revealed several types of messages most likely to resonate with individuals engaged in SITBs: 1) Specific situational narratives compared to general messages of sadness ( p < .01); 2) messages that expressed care ( p < .001); and 3) specific messages that expressed care, fairness, loyalty, and purity. Conclusions: Specific, care-focused content (kind, nurturing content that discusses avoidance of emotional/physical harm to others) resonates most with individuals engaged in SITBs, providing insight to the real-time needs and experiences of those engaged in SITBs and suggesting the importance of framing SITB interventions in care language rather than success/failure language. Study findings may inform one-on-one clinical interactions, the development of SITB-specific interventions, and SITB training for clinicians. Highlights: Those engaged in SITBs value the expression of care. Moral, values-based content resonates with those engaged in SITBs. Those engaged in SITBs prefer to engage with specific, situational narratives online. Findings may inform clinical training and practice across healthcare settings. … (more)
- Is Part Of:
- Computers in human behavior. Volume 145(2023)
- Journal:
- Computers in human behavior
- Issue:
- Volume 145(2023)
- Issue Display:
- Volume 145, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 145
- Issue:
- 2023
- Issue Sort Value:
- 2023-0145-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-08
- Subjects:
- Self-injurious thoughts and behaviors (SITBs) -- Social media -- Treatment -- Stigma -- Values
Interactive computer systems -- Periodicals
Man-machine systems -- Periodicals
004.019 - Journal URLs:
- http://www.sciencedirect.com/science/journal/07475632 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.chb.2023.107786 ↗
- Languages:
- English
- ISSNs:
- 0747-5632
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.921600
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 27034.xml