Evidence map›Paper›PMID 35614501›Full record

ArticleHarm reduction journal2022

Signals of increasing co-use of stimulants and opioids from online drug forum data.

Abeed Sarker, Mohammed Ali Al-Garadi, Yao Ge, Nisha Nataraj, Christopher M Jones, Steven A Sumner

Open access · goldAbstract read
In one paragraph

Article in Harm reduction journal, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
2.8field-weighted citation impact, top 10% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 14 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 3 institutions in 1 country.

Abeed SarkerDepartment of Biomedical Informatics, School of Medicine, Emory University, 101 Woodruff Circle, Suite 4101, Atlanta, GA, 30322, USA. abeed@dbmi.emory.edu.
Mohammed Ali Al-GaradiDepartment of Biomedical Informatics, School of Medicine, Emory University, 101 Woodruff Circle, Suite 4101, Atlanta, GA, 30322, USA.
Yao GeDepartment of Biomedical Informatics, School of Medicine, Emory University, 101 Woodruff Circle, Suite 4101, Atlanta, GA, 30322, USA.
Nisha NatarajNational Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, 30341, USA.
Christopher M JonesNational Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, 30341, USA.
Steven A SumnerNational Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, 30341, USA.
Emory University · USNational Center for Injury Prevention and Control · USCenters for Disease Control and Prevention · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDespite recent rises in fatal overdoses involving multiple substances, there is a paucity of knowledge about stimulant co-use patterns among people who use opioids (PWUO) or people being treated with medications for opioid use disorder (PTMOUD). A better understanding of the timing and patterns in stimulant co-use among PWUO based on mentions of these substances on social media can help inform prevention programs, policy, and future research directions. This study examines stimulant co-mention trends among PWUO/PTMOUD on social media over multiple years.

methodsWe collected publicly available data from 14 forums on Reddit (subreddits) that focused on prescription and illicit opioids, and medications for opioid use disorder (MOUD). Collected data ranged from 2011 to 2020, and we also collected timelines comprising past posts from a sample of Reddit users (Redditors) on these forums. We applied natural language processing to generate lexical variants of all included prescription and illicit opioids and stimulants and detect mentions of them on the chosen subreddits. Finally, we analyzed and described trends and patterns in co-mentions.

resultsPosts collected for 13,812 Redditors showed that 12,306 (89.1%) mentioned at least 1 opioid, opioid-related medication, or stimulant. Analyses revealed that the number and proportion of Redditors mentioning both opioids and/or opioid-related medications and stimulants steadily increased over time. Relative rates of co-mentions by the same Redditor of heroin and methamphetamine, the substances most commonly co-mentioned, decreased in recent years, while co-mentions of both fentanyl and MOUD with methamphetamine increased.

conclusionOur analyses reflect increasing mentions of stimulants, particularly methamphetamine, among PWUO/PTMOUD, which closely resembles the growth in overdose deaths involving both opioids and stimulants. These findings are consistent with recent reports suggesting increasing stimulant use among people receiving treatment for opioid use disorder. These data offer insights on emerging trends in the overdose epidemic and underscore the importance of scaling efforts to address co-occurring opioid and stimulant use including harm reduction and comprehensive healthcare access spanning mental-health services and substance use disorder treatment.

Indexed as

Central Nervous System StimulantsDrug OverdoseMethamphetamineOpioid-Related DisordersAnalgesics, OpioidFentanylHumansAnalgesics, OpioidCentral Nervous System StimulantsFentanylMethamphetamineNatural language processingOpioidsSocial mediaStimulantsSubstance use

Identifiers

PMID35614501
PMCPMC9131693
OpenAlexW4281486703

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.