Literature DB >> 30815129

Social Media Based Analysis of Opioid Epidemic Using Reddit.

Sheetal Pandrekar1, Xin Chen1, Gaurav Gopalkrishna1, Avi Srivastava1, Mary Saltz1, Joel Saltz1, Fusheng Wang1.   

Abstract

Opioid-abuse epidemic in the United States has escalated to national attention due to the dramatic increase of opioid overdose deaths. Analyzing opioid-related social media has the potential to reveal patterns of opioid abuse at a national scale, understand opinions of the public, and provide insights to support prevention and treatment. Reddit is a community based social media with more reliable content curated by the community through voting. In this study, we collected and analyzed all opioid related discussions from January 2014 to October 2017, which contains 51,537 posts by 16,162 unique users. We analyzed the data to understand the psychological categories of the posts, and performed topic modeling to reveal the major topics of interest. We also characterized the extent of social support received from comments and scores by each post. Last, we analyzed statistically significant difference in the posts between anonymous and non-anonymous users.

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Year:  2018        PMID: 30815129      PMCID: PMC6371364     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  11 in total

1.  Deep Learning Solutions for Classifying Patients on Opioid Use.

Authors:  Zhengping Che; Jennifer St Sauver; Hongfang Liu; Yan Liu
Journal:  AMIA Annu Symp Proc       Date:  2018-04-16

2.  Large-scale Analysis of Opioid Poisoning Related Hospital Visits in New York State.

Authors:  Xin Chen; Yu Wang; Xiaxia Yu; Elinor Schoenfeld; Mary Saltz; Joel Saltz; Fusheng Wang
Journal:  AMIA Annu Symp Proc       Date:  2018-04-16

3.  Detecting Opioid-Related Aberrant Behavior using Natural Language Processing.

Authors:  Jesse M Lingeman; Priscilla Wang; William Becker; Hong Yu
Journal:  AMIA Annu Symp Proc       Date:  2018-04-16

4.  Complexities in understanding and addressing the serious public health issues related to the nonmedical use of prescription drugs.

Authors:  Amelia M Arria; Wilson M Compton
Journal:  Addict Behav       Date:  2016-09-09       Impact factor: 3.913

5.  The medical profession and stigma against people who use drugs.

Authors:  Stephen K Ginn; Edward Clark
Journal:  Br J Psychiatry       Date:  2017-12       Impact factor: 9.319

6.  Patient narratives in Yelp reviews offer insight into opioid experiences and the challenges of pain management.

Authors:  Rachel L Graves; Jesse Goldshear; Jeanmarie Perrone; Lyle Ungar; Elissa Klinger; Zachary F Meisel; Raina M Merchant
Journal:  Pain Manag       Date:  2018-02-16

7.  Social networking online to recover from opioid use disorder: A study of community interactions.

Authors:  Alexandra R D'Agostino; Allison R Optican; Shaina J Sowles; Melissa J Krauss; Kiriam Escobar Lee; Patricia A Cavazos-Rehg
Journal:  Drug Alcohol Depend       Date:  2017-10-05       Impact factor: 4.492

8.  A heuristic approach to determine an appropriate number of topics in topic modeling.

Authors:  Weizhong Zhao; James J Chen; Roger Perkins; Zhichao Liu; Weigong Ge; Yijun Ding; Wen Zou
Journal:  BMC Bioinformatics       Date:  2015-09-25       Impact factor: 3.169

Review 9.  A new dimension of health care: systematic review of the uses, benefits, and limitations of social media for health communication.

Authors:  S Anne Moorhead; Diane E Hazlett; Laura Harrison; Jennifer K Carroll; Anthea Irwin; Ciska Hoving
Journal:  J Med Internet Res       Date:  2013-04-23       Impact factor: 5.428

10.  The Canary in the Coal Mine Tweets: Social Media Reveals Public Perceptions of Non-Medical Use of Opioids.

Authors:  Brian Chan; Andrea Lopez; Urmimala Sarkar
Journal:  PLoS One       Date:  2015-08-07       Impact factor: 3.240

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  13 in total

1.  Characterizing Self-Reports of Self-Identified Patient Experiences with Methadone Maintenance Treatment on an Online Community during COVID-19.

Authors:  Alicia L Nobles; Derek C Johnson; Eric C Leas; David Goodman-Meza; María Luisa Zúñiga; Douglas Ziedonis; Steffanie A Strathdee; John W Ayers
Journal:  Subst Use Misuse       Date:  2021-09-05       Impact factor: 2.362

2.  Socially-supportive norms and mutual aid of people who use opioids: An analysis of Reddit during the initial COVID-19 pandemic.

Authors:  Amanda M Bunting; David Frank; Joshua Arshonsky; Marie A Bragg; Samuel R Friedman; Noa Krawczyk
Journal:  Drug Alcohol Depend       Date:  2021-03-18       Impact factor: 4.492

3.  "How will I get my next week's script?" Reactions of Reddit opioid forum users to changes in treatment access in the early months of the coronavirus pandemic.

Authors:  Noa Krawczyk; Amanda M Bunting; David Frank; Joshua Arshonsky; Yuanqi Gu; Samuel R Friedman; Marie A Bragg
Journal:  Int J Drug Policy       Date:  2021-02-06

4.  Mining of Textual Health Information from Reddit: Analysis of Chronic Diseases With Extracted Entities and Their Relations.

Authors:  Vasiliki Foufi; Tatsawan Timakum; Christophe Gaudet-Blavignac; Christian Lovis; Min Song
Journal:  J Med Internet Res       Date:  2019-06-13       Impact factor: 5.428

5.  Novel Opioids: Systematic Web Crawling Within the e-Psychonauts' Scenario.

Authors:  Davide Arillotta; Fabrizio Schifano; Flavia Napoletano; Caroline Zangani; Liam Gilgar; Amira Guirguis; John Martin Corkery; Eugenio Aguglia; Alessandro Vento
Journal:  Front Neurosci       Date:  2020-03-18       Impact factor: 4.677

6.  Patterns of Routes of Administration and Drug Tampering for Nonmedical Opioid Consumption: Data Mining and Content Analysis of Reddit Discussions.

Authors:  Duilio Balsamo; Paolo Bajardi; Alberto Salomone; Rossano Schifanella
Journal:  J Med Internet Res       Date:  2021-01-04       Impact factor: 5.428

7.  Predicting Age Groups of Reddit Users Based on Posting Behavior and Metadata: Classification Model Development and Validation.

Authors:  Robert Chew; Caroline Kery; Laura Baum; Thomas Bukowski; Annice Kim; Mario Navarro
Journal:  JMIR Public Health Surveill       Date:  2021-03-16

8.  Informal Coping Strategies Among People Who Use Opioids During COVID-19: Thematic Analysis of Reddit Forums.

Authors:  Josh Arshonsky; Noa Krawczyk; Amanda M Bunting; David Frank; Samuel R Friedman; Marie A Bragg
Journal:  JMIR Form Res       Date:  2022-03-03

Review 9.  Mining social media for prescription medication abuse monitoring: a review and proposal for a data-centric framework.

Authors:  Abeed Sarker; Annika DeRoos; Jeanmarie Perrone
Journal:  J Am Med Inform Assoc       Date:  2020-02-01       Impact factor: 4.497

10.  Detection of Suicidality Among Opioid Users on Reddit: Machine Learning-Based Approach.

Authors:  Hannah Yao; Sina Rashidian; Xinyu Dong; Hongyi Duanmu; Richard N Rosenthal; Fusheng Wang
Journal:  J Med Internet Res       Date:  2020-11-27       Impact factor: 5.428

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