Evidence map›Paper›PMID 36908750›Full record

ArticleSocial media + society

Heating Up: How Early Twitter Marketing Gave Rise to Organic Word-of-Mouth About Heated Tobacco Products.

Ganna Kostygina, Hy Tran, Yoonsang Kim, Lauren Czaplicki, Elexis Kierstead, Jennifer Kreslake, Sherry Emery, Barbara Schillo

Abstract read
In one paragraph

Article in Social media + society. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Article
  2. Article
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

8 authors.

Ganna KostyginaNORC at the University of Chicago, USA.ORCID 0000-0002-8416-6168
Hy TranNORC at the University of Chicago, USA.
Yoonsang KimNORC at the University of Chicago, USA.
Lauren CzaplickiJohns Hopkins University, USA.
Elexis KiersteadSchroeder Institute at Truth Initiative, USA.
Jennifer KreslakeSchroeder Institute at Truth Initiative, USA.
Sherry EmeryNORC at the University of Chicago, USA.
Barbara SchilloSchroeder Institute at Truth Initiative, USA.

Funding

The Effects of Branded and Influencer Social Media Promotion of Flavored Tobacco Products (FTP) on FTP Use Among Youth and Young AdultsR01DA051000 · NIDA · NATIONAL OPINION RESEARCH CENTER · PI EMERY, SHERRY L, KOSTYGINA, GANNA · 2021 to 2023
$1.4M
NIDA NIH HHS R01 DA051000
6 · The paper itself

Abstract

Social media are an important marketing platform for emerging tobacco products. Heated tobacco products (HTPs) have been introduced in a limited number of local test markets in the United States as potentially reduced-exposure tobacco products. HTPs can be used to heat tobacco as well as marijuana. However, due to growing digital media promotion of these products, it is possible that public knowledge and purchasing opportunities extend beyond test markets. Research on HTP social media promotion is sparse. The objective of the present study is to assess the amount and characterize the content of HTP-related messages on Twitter. We used keyword rules to collect HTP-related posts from the Twitter Historical Powertrack from 1 August 2016 to 31 July 2021. Posts were coded for type (organic, commercial), promotional strategies (e.g., discounts, event promotion), and marijuana co-use mentions using a combination of machine learning methods and human coding. Keyword filters captured 121,012 relevant tweets posted over the period of data collection, with 46,013 (38.02%) tweets featuring commercial content. Findings revealed that there was a two-fold increase in the monthly volume of messages from August 2016 to July 2021. The proportion of organic tweets increased from 29% of all tweets in August 2016 to 73.5% in July 2021. Approximately 20.6% of tweets included mentions of marijuana, and 5,243 posts (4.3%) contained links to online retailers. Promotional tweets featured event promotion, discounts, reduced harm appeals, and fashion appeals. Tobacco control and substance use prevention initiatives should include efforts to monitor the role of social media in promoting organic word-of-mouth and normalizing novel tobacco products.

Indexed as

advertising and promotionsocial media

Identifiers

PMID36908750
PMCPMC9997422

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.