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Updated: Jul 17, 2025

Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
Published on: May 31, 2019
Analysis of YouTube content on substance use disorder treatment and recovery
Sonika Raj1, Abhishek Ghosh2, Sabaresh Pandiyan2
1Public Health Masters Programme, School of Medicine, University of Limerick, Ireland.
Background And Aim:
Emerging literature suggests the role of social media in substance use disorders (SUD). This study aimed to explore the content of YouTube videos for persons on SUD treatment/recovery, describing the users' exposure and engagement metrics and understanding viewers' perspectives.
Methods:
We generated a set of 10 key phrases to search on YouTube. Eighty eligible videos were analyzed using a mixed-methods approach. Content analysis of all videos and thematic analysis of 30 videos were done using the three most viewed videos from each key phrase. The reliability of videos was assessed using a modified DISCERN. The total number of views, likes, dislikes, and comments were noted and created engagement metrics. The linguistic analysis of viewers' comments was done to assess their perspectives.
Results:
Sixty-three (78.8%) videos were from the US, and 59 (73.8%) were intended for persons or families with substance misuse. Persons in recovery uploaded 23 (28.7%) videos. We identified five themes - reasons for using drugs, symptoms of addiction, consequences of drug use, how to stop drug use, and expressed tone in the language. The positivity and relative positivity ratios were highest for videos developed by persons in recovery. There was a negative correlation between the relative positivity ratio and content fostering internalized stigma. Words with negative emotional experiences dominated the viewers' comments.
Conclusion:
YouTube content on SUD treatment and recovery is popular and revolves around the biopsychosocial understanding of addiction. There is an urgent need for a language policy and regulation of non-scientific content.
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