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This paper is in the following e-collection/theme issue:

Digital Health Reviews (3945) Medicine 2.0: Social Media, Open, Participatory, Collaborative Medicine (2759) Infodemiology and Infoveillance (2065) Reviews in Digital Mental Health (594) Information Quality in Digital Media (470) Infoveillance, Infodemiology, Digital Disease Surveillance, Infodemic Management (1436) Information Seeking, Information Needs (672) Behavioural Surveillance for Public Health (515)

Published on in Vol 25 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/48905, first published .
Various glasses of red and yellow wine and spirits on a wooden table with scattered white powder.

Investigating Substance Use via Reddit: Systematic Scoping Review

Investigating Substance Use via Reddit: Systematic Scoping Review

Authors of this article:

Yu Chi1 Author Orcid Image ;   Huai-yu Chen2 Author Orcid Image
Article Authors Cited by (51) Tweetations (3) Metrics

Journals

  1. Thom-Jones S, Melgaard I, Gordon C. Autistic Women’s Experience of Motherhood: A Qualitative Analysis of Reddit. Journal of Autism and Developmental Disorders 2025;55(7):2539 View
  2. Yuan Y, Kasson E, Taylor J, Cavazos-Rehg P, De Choudhury M, Aledavood T. Examining the Gateway Hypothesis and Mapping Substance Use Pathways on Social Media: Machine Learning Approach. JMIR Formative Research 2024;8:e54433 View
  3. Yu J, Ko K, Kim J. Public Perceptions of Enuresis: Insights From Online Communities in South Korea and the United States. International Neurourology Journal 2024;28(3):239 View
  4. Le N, McMann T, Yang L, Li Z, Cuomo R, Mackey T. Detection and Characterization of Online Substance Use Discussions Among Gamers: Qualitative Retrospective Analysis of Reddit r/StopGaming Data. JMIR Infodemiology 2024;4:e58201 View
  5. Stone B. Perceived Addiction Potential: Preliminary Evidence of the Accuracy of Self-Assessed Substance Use Disorder Risk. International Journal of Mental Health and Addiction 2025;23(6):4824 View
  6. Fennig U, Yom‐Tov E, Savitzky L, Nissan J, Altman K, Loebenstein R, Boxer M, Weinberg N, Gofrit S, Maggio N. Bridging the conversational gap in epilepsy: Using large language models to reveal insights into patient behavior and concerns from online discussions. Epilepsia 2025;66(3):686 View
  7. Zhang X, Zhu J, Kenne D, Jin R. Teenager Substance Use on Reddit: Mixed Methods Computational Analysis of Frames and Emotions. Journal of Medical Internet Research 2025;27:e59338 View
  8. Xu Q. Selfie Scores: A Scoping Review of Research on Athlete Social Media Self-Presentation. Communication & Sport 2026;14(3):971 View
  9. Grutman A, Perelmuter S, Perez A, Meurer J, Contractor M, Mathews E, Shearer K, Burnett L, Uloko M. Understanding Patient Experiences of Vulvodynia Through Reddit: Qualitative Analysis. JMIR Infodemiology 2025;5:e63072 View
  10. Hartwig J, Kendrick J, Ahmad G, Cook J, Matthews D, Sharma P. Exploring User Experiences with Amanita muscaria : A Thematic Analysis of Reddit Online Forum Discussions. Substance Use & Misuse 2025;60(7):952 View
  11. Almeida A, Conway M, Grelotti D, Gupta A, Frank D, Bórquez A. Medication experiences in the treatment of opioid use disorders: Insights from Reddit. Addiction 2025;120(8):1610 View
  12. Bologna F, Thalken R, Pepin K, Wilkens M. Endometriosis Communities on Reddit: Quantitative Analysis. Journal of Medical Internet Research 2025;27:e57987 View
  13. Gilbert M, Daughton A, Chilcoat H, Laffont C, Strafford S, DeVeaugh-Geiss A. Social Listening for Patient Experiences With Stopping Extended-Release Buprenorphine: Content Analysis of Reddit Messages. Journal of Medical Internet Research 2025;27:e71245 View
  14. Basak M, Sharif O, Lord S, Borodovsky J, Marsch L, Springer S, Nunes E, Brackett C, Archibald L, Preum S. Information Needs for Opioid Use Disorder Treatment Using Buprenorphine Product: Qualitative Analysis of Suboxone-Focused Reddit Data. Journal of Medical Internet Research 2025;27:e68886 View
  15. Marengo D, Quilghini F, Settanni M. Leveraging social media and large language models for scalable alcohol risk assessment: Examining validity with AUDIT-C and post recency effects. Addictive Behaviors 2025;168:108375 View
  16. Caulkins J, Midgette G, Reuter P. Improving Opioid Use Estimates Through Multiple Data Sources. JAMA Health Forum 2025;6(5):e250806 View
  17. von Bubnoff F, Werner J, Hebach N, Chopra D, Schubert M. Medical Mistrust in Online Cancer Communities: A Large‐Scale Analysis Across 10 Cancer Entities. Psycho-Oncology 2025;34(6) View
  18. Chi Y, Chen H, Thaker K. Self-Disclosure and Social Support in a Web-Based Opioid Recovery Community: Machine Learning Analysis. JMIR Formative Research 2025;9:e71207 View
  19. Chen A, Wang L, Pike K, Conway M, Glass J. Comparing the Use Experiences, Contextual Factors, and Recovery Strategies Associated with Different Substances: An Analysis of Social Media Narratives. Substance Use & Misuse 2025;60(14):2287 View
  20. Johnson B, Thomas N, Salom C. Motivations and Experiences of Prescription Stimulant Use: An Analysis of Reddit Discussions. Journal of Drug Issues 2025 View
  21. Venturini S, Romagnoni M, Penazzi G, Corazza O, Zandonai T. Ketamine and physical exercise: A surprising new duo? a netnographic analysis. Performance Enhancement & Health 2025;13(4):100366 View
  22. Shah M, Acaf Y, Mackert M. Understanding conversations on alcohol across diverse Reddit communities: a computational analysis. Journal of Computational Social Science 2025;8(4) View
  23. Kim A, Woo K. Public Perspectives on Palliative and Hospice Care: Social Media Content Analysis Using Topic Modeling and Multiclass Sentiment Analysis. Journal of Medical Internet Research 2025;27:e70836 View
  24. Spadaro A, Hairston J, Lakamana S, Wightman R, Love J, Perrone J, Sarker A. Characterization of Reddit Posts About Xylazine-Associated Wounds: Qualitative Study. JMIR Dermatology 2025;8:e70329 View
  25. Lendvai G. Reddit in scholarly reception: a bibliometric assessment of the front page of the internet. Quality & Quantity 2025;60(2):3647 View
  26. Ménard A, Chasteen A, Van Gameren M, Bedri N, Yang M, Belanger C, Fraser S. New love, old stereotypes: ageism in social media discourses on the golden bachelor. Journal of Social Media Research 2025;2(3):195 View
  27. Paul B, Headley-Johnson S. The Impact of Social Media on Health Behaviors, a Systematic Review. Healthcare 2025;13(21):2763 View
  28. Wang L, Pike K, Conway M, Chen A. Identifying Stigma Phenotypes in Social Media Narratives of Substance Use: Observational Study. Journal of Medical Internet Research 2025;27:e68695 View
  29. Choi B, Wang L, Kang R, Ho I, Johnny S, Chaliparambil R, Chen A. What Should I Do?: Information and Support Needs Relating to Substance Use on Reddit. Substance Use & Misuse 2026;61(7):989 View
  30. Tripathi A, Chu K. A mixed-methods analysis of a do-it-yourself e-cigarette community on Reddit. Tobacco Prevention & Cessation 2025;11(November):1 View
  31. Bouzoubaa L, Aghakhani E, Rezapour R. Phenotypes of stigma expressed by people who use drugs on Reddit. Social Science & Medicine 2026;390:118889 View
  32. . Emotions, Context, and Substance Use in Adolescents: A Large Language Model Analysis of Reddit Posts. Journal of Psychiatry and Brain Science 2026;11(1) View
  33. Ahmad M, Orji R, Amjad M, Siddique A, Kubysheva N, Batyrshin I, Sidorov G. Automated Risk Assessment of Opioid Use: Analysis Using Pre-Trained Transformers on Social Media Data. JMIR Infodemiology 2026;6:e77783 View
  34. Salihu E, Reddy A. Mapping Peer Support in Antidepressant Discussions on Reddit: Pilot Network Analysis. Journal of Participatory Medicine 2026;18:e85812 View
  35. Han C, Youm S, Yoo H, Jang S. Revisiting “Conceptualizing Stigma”: Unpacking Minority College Students’ Stigmatization on Reddit. Cyberpsychology, Behavior, and Social Networking 2026;29(4):209 View
  36. Kendrick J, Ahmad G, Wood A, Stumo S, Sehgal A, Matthews D, Sharma P. Ketamine Use in Self-Described Therapeutic Contexts: A Thematic Analysis of Reddit Posts. Behavioral Sciences 2026;16(4):480 View
  37. Wang K, Clarke L, Dreue C, Zhou G, Jacques J. Critical Challenges in Content Moderation for People Who Use Drugs (PWUD): Insights into Online Harm Reduction Practices from Moderators. Proceedings of the ACM on Human-Computer Interaction 2026;10(1):1 View
  38. Smith A, Graña J, Bhugra D, Oquendo M, Buadze A, Ventriglio A, Liebrenz M. “It’s a complicated issue”: exploring perspectives on Reddit from 2016 to 2024 about the American Psychiatric Association’s Goldwater Rule and the ethics of public-professional mental health commentary. BMC Medical Ethics 2026;27(1) View
  39. Yang M, Bohnet-Joschko S. Thematic Mapping and Evolution of Social Media Mining in Health Research: Hybrid Bibliometric Synthesis. Journal of Medical Internet Research 2026;28:e86200 View
  40. Cox L, Turnock L, Akrigg K, Piatkowski T. GLP-1 weight-loss medicine and Retatrutide use for anabolic effects among online weight trainers: cultural understandings of risk. Addiction Research & Theory 2026:1 View
  41. Doll J, Church E. Anti-mattering in online anti-work communities: a mixed-methods analysis of Reddit discourse. Employee Relations: The International Journal 2026:1 View
  42. Park T, Lakamana S, Alagappan A, Diop Chalmers C, Gursel E, Guo Y, Falasinnu T, Sarker A, Bozkurt S. A cannabis use Reddit dataset for aspect-based sentiment analysis. Data in Brief 2026;67:112907 View
  43. Partin R, Beaton B. As Above, So Below? A Qualitative Content Analysis of Reddit and Dread User Opinions of Illicit Substance. Deviant Behavior 2026:1 View
  44. Lakamana S, Das S, Spadaro A, Wightman R, Perrone J, Sarker A. Monitoring novel psychoactive substance trends on social media: Analysis of discussions and dashboard implementation. Drug and Alcohol Dependence 2026;286:113249 View
  45. Eder M, Diviani N, Gamba M, Lischer S, Rubinelli S. Information seeking and engagement in informal digital environments for substance misuse and recovery: A scoping review. Computers in Human Behavior Reports 2026;23:101260 View
  46. Velasco J, Moriana J, Sanmartín F. “I Call It My Free Therapist!”: a reflexive thematic analysis of the use of ChatGPT for psychological support. AI & SOCIETY 2026 View
  47. Yu X, Chen H, Chi Y. Language, Social Support, and Recovery-Stage Transitions in Opioid Use Disorder on Reddit: Computational Analysis. Journal of Medical Internet Research 2026;28:e91054 View
  48. Cook M, Schölin L, Reid N, Kuntsche E, Riordan B. Experience as Evidence: A Content Analysis of Reddit Discussions About Alcohol Use During Pregnancy. Drug and Alcohol Review 2026;45(6) View
  49. Das S, Nataraj N, Tran E, Rajwal S, Peddireddy S, Walker D, Lakamana S, Bowen D, McKay J, Sumner S, Rowh M, Perrone J, Sarker A. Identifying naloxone knowledge gaps on Reddit among laypersons and healthcare providers using AI. BMC Public Health 2026;26(1) View

Books/Policy Documents

  1. . Esport and Society. View
  2. Park E, Hu D, Broniatowski D, Ruiz M. Social, Cultural, and Behavioral Modeling. View