Evidence map›Paper›PMID 40633952›Full record

ArticleBMJ open2025

Volumetric choice experiment to estimate the impact of e-cigarette and heated tobacco product characteristics on substitution and complementary use among adults who smoke cigarettes and recently initiated e-cigarette use.

Vuong V Do, Ce Shang, Jidong Huang, Towhidul Islam, Terry F Pechacek, Scott R Weaver

Abstract read
In one paragraph

Article in BMJ open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. How tax structures for retail cannabis shape cannabis use among youth and young adults: evidence from a volumetric choice experiment.The European journal of health economics : HEPAC : health economics in prevention and care · 2026
    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

6 authors.

Vuong V DoCenter for Tobacco Control Research and Education, University of California San Francisco, San Francisco, California, USA.ORCID http://orcid.org/0000-0003-2140-9772
Ce ShangInternal Medicine, The Ohio State University Wexner Medical Center, Columbus, Ohio, USA ce.shang@osumc.edu.ORCID http://orcid.org/0000-0002-8838-4250
Jidong HuangDepartment of Health Policy & Behavioral Sciences, School of Public Health, Georgia State University, Atlanta, Georgia, USA.ORCID http://orcid.org/0000-0002-3425-9155
Towhidul IslamMarketing and Consumer Studies, University of Guelph, Guelph, Ontario, Canada.
Terry F PechacekDepartment of Health Policy & Behavioral Sciences, School of Public Health, Georgia State University, Atlanta, Georgia, USA.
Scott R WeaverDivision of Epidemiology and Biostatistics, School of Public Health, Georgia State University, Atlanta, Georgia, USA.

Funding

Smokers’ Decision-Making about Tobacco Use: The Interplay of Affective and Cognitive Factors with Product CharacteristicsR01CA235719 · NCI · GEORGIA STATE UNIVERSITY · PI PECHACEK, TERRY FRANK, WEAVER, SCOTT R · 2019 to 2023
$3.1M
Uptake and Patterns of Use of the IQOS Heated Tobacco System by US SmokersR01DA051002 · NIDA · GEORGIA STATE UNIVERSITY · PI WEAVER, SCOTT R · 2021 to 2023
$1.4M
NCI NIH HHS R01 CA235719NIDA NIH HHS R01 DA051002
6 · The paper itself

Abstract

backgroundThis study addresses the limited evidence of the impact of product characteristics on demand for and the substitutability of electronic cigarettes (e-cigarettes) or heated tobacco products for combusted cigarettes among people who smoke and have newly begun to use e-cigarettes.

methodsA sample of 318 adults who smoke and recently initiated/reinitiated e-cigarette use participated in an online volumetric choice experiment in 2020-2021 to assess stated preferences for consumption and own and cross-price elasticities of three e-cigarette options (cig-a-like, vape pen or tank, closed pod system), heated tobacco product (IQOS) and their usual brand of cigarettes. Product attributes manipulated were price, flavour, level of harm, how well the product reduces cravings to smoke, and how discretely the product can be used. Multilevel zero-inflated negative binomial models were used to model the purchased quantities.

resultsCigarettes were preferred over all alternatives. However, demand for cig-a-likes, but not IQOS, increased when cigarette prices were higher. Higher prices for e-cigarettes and IQOS did not increase demand for cigarettes. The odds of buying e-cigarettes/IQOS were higher when their harm was stated as low or unknown versus being similar to cigarettes (ie, very high). Other attributes (including various flavour options) were not significantly associated with demand for e-cigarettes or IQOS.

conclusionsPeople who smoke and recently began using e-cigarettes might substitute cig-a-likes for cigarettes when cigarette prices are higher. Policies to increase the cost of combusted cigarettes as well as communicate lower relative harm and low absolute harm of e-cigarettes may facilitate switching behaviour.

Indexed as

Choice BehaviorConsumer BehaviorElectronic Nicotine Delivery SystemsTobacco ProductsVapingAdultFemaleHumansMaleMiddle AgedYoung AdultBehaviorHEALTH ECONOMICSTobacco Use

Identifiers

PMID40633952
PMCPMC12243584

What OpenQuestion holds

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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.