ArticleDrug and alcohol dependence2019
I wake up and hit the JUUL: Analyzing Twitter for JUUL nicotine effects and dependence.
Article in Drug and alcohol dependence, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
36 citing papers in PubMed, 1 synthesis or guideline pooled it.
- #TurntTrending: a systematic review of substance use portrayals on social media platforms.Addiction (Abingdon, England) · 2023Pooled it
- Social Media Support Groups for Youth Nicotine Vaping Cessation: An RCT.American journal of preventive medicine · 2026Trial
- Exploring the Discourse Around Zyn Nicotine Pouches on Instagram and TikTok: Content Analysis.JMIR infodemiology · 2026Article
- Alcohol-cancer risk communication on social media: A content analysis of alcohol-related Instagram and TikTok posts.Alcohol, clinical & experimental research · 2026Article
- Response to the Netflix Docuseries "Big Vape: The Rise and Fall of JUUL": Mixed Methods Analysis of YouTube Comments Using Qualitative Coding and Topic Modeling.JMIR formative research · 2025Article
- A mixed-methods analysis of a do-it-yourself e-cigarette community on Reddit.Tobacco prevention & cessation · 2025Article
- Online Interest in Elf Bar in the United States: Google Health Trends Analysis.Journal of medical Internet research · 2024Article
- Eating Disorder Symptomatology Among Young Adult Cigarette and E-Cigarette Users.Substance use & misuse · 2024Article
- Heterogeneity in sociodemographic characteristics of people who use different ENDS devices.Preventive medicine reports · 2024Article
- Miscommunication about the US federal Tobacco 21 law: a content analysis of Twitter discussions.Tobacco control · 2023Article
- E-cigarette weight and appetite control beliefs and e-cigarette initiation in young adults.Health psychology : official journal of the Division of Health Psychology, American Psychological Association · 2023Article
- Twitter Sentiment About the US Federal Tobacco 21 Law: Mixed Methods Analysis.JMIR formative research · 2023Article
- Trends in public interest in shopping and point-of-sales of JUUL and Puff Bar 2019-2021.Tobacco control · 2023Article
- Viewer Reactions to EVALI Storylines on Popular Medical Dramas: A Thematic Analysis of Twitter Messages.Journal of health communication · 2023Article
- Transitions in device and liquid characteristic groupings among US adults frequently using electronic nicotine delivery systems (ENDS) over three timepoints, 2020-2021.Tobacco induced diseases · 2023Article
- Electronic nicotine delivery systems (ENDS) dependence among Texas Young Adults, 2014-2019: Increasing trajectory after the 2017 surge in vape pod popularity.Drug and alcohol dependence · 2022Article
- Using Natural Language Processing to Explore "Dry January" Posts on Twitter: Longitudinal Infodemiology Study.Journal of medical Internet research · 2022Article
- Classification of Twitter Vaping Discourse Using BERTweet: Comparative Deep Learning Study.JMIR medical informatics · 2022Article
- Analyzing Twitter Chatter About Tobacco Use Within Intoxication-related Contexts of Alcohol Use: "Can Someone Tell Me Why Nicotine is So Fire When You're Drunk?"Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2022Article
- Puff Bars, Tobacco Policy Evasion, and Nicotine Dependence: Content Analysis of Tweets.Journal of medical Internet research · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
backgroundJUUL-a novel electronic nicotine delivery system (ENDS)-comprises most of the ENDS market share. Additionally, JUUL has a high nicotine content and utilizes a patented nicotine salt formulation aimed to speed absorption. Many JUUL users are not aware of the nicotine content and therefore may not be expecting acute nicotine effects or potential for dependence. This study sought to analyze Twitter messages ("tweets") regarding nicotine, symptoms of dependence, and withdrawal related to JUUL use.
methodsData were collected from Twitter's Filtered Streams interface 4/11-6/16/2018 by retrieving tweets matching the terms "juul," "juuls," and "juuling" that also used words consistent with nicotine effects, symptoms of dependence, and withdrawal. A random 5% subsample (n = 1986) was coded by 2 independent coders. Cohen's κ for inter-rater reliability ranged 0.62-1.00 for all coded variables. Tweets were assessed using a qualitative content analysis approach.
resultsA total of 335 tweets mentioned dependence-related themes, including use upon waking and compulsion to use. A total of 189 tweets mentioned themes related to nicotine, with almost 15% of these tweets describing physical effects. Additionally, 42 tweets mentioned themes related to quitting JUUL and/or withdrawal from JUUL. DISCUSSION: This qualitative analysis suggests that users of JUUL are experiencing symptoms of nicotine exposure and dependence. Considering the high nicotine content of JUUL and the rising popularity among young people, more research around initiation of and dependence on JUUL, as well as the impact of recent FDA policy changes, should be conducted.
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What OpenQuestion holds
Registered trials
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.