Evidence map›Paper›PMID 37379059›Full record

Trial reportJMIR mHealth and uHealth2023

Feasibility, Acceptability, and Potential Impact of a Novel mHealth App for Smokers Ambivalent About Quitting: Randomized Pilot Study.

Jennifer B McClure, Jaimee L Heffner, Chloe Krakauer, Sophia Mun, Predrag Klasnja, Sheryl L Catz

Registry-linked trialAbstract readRandomized Controlled Trial
In one paragraph

Trial report in JMIR mHealth and uHealth, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04560868 (Development of a mHealth Intervention for Ambivalent Smokers), which is not on this map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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.

NCT04560868 phase1completednot on this map

Development of a mHealth Intervention for Ambivalent Smokers

TypeinterventionalSponsorKaiser PermanenteRan2020 to 2021Enrolled57ConditionsTobacco Use Disorder, Smoking Cessation, Motivation, Behavior, SmokingArmsControl mHealth program, Experimental mHealth program, Nicotine patch
3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. The Efficacy of the SinHumo App Combined With a Psychological Treatment to Quit Smoking: A Randomized Clinical Trial.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2025
    Trial
  2. Article
  3. Article
  4. "It felt more real": Investigating the User Experience of the MiWaves Personalizing JITAI Pilot Study.International Conference on Pervasive Computing Technologies for Healthcare : [proceedings]. International Conference on Pervasive Computing Technologies for Healthcare · 2026
    Article
  5. Article
  6. Article
  7. 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.

Jennifer B McClureKaiser Permanente Washington Health Research Institute, Seattle, WA, United States.ORCID 0000-0002-2094-9147
Jaimee L HeffnerCancer Prevention Program, Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, United States.ORCID 0000-0001-9604-5489
Chloe KrakauerKaiser Permanente Washington Health Research Institute, Seattle, WA, United States.ORCID 0000-0001-7341-7630
Sophia MunKaiser Permanente Washington Health Research Institute, Seattle, WA, United States.ORCID 0000-0002-9972-9824
Predrag KlasnjaSchool of Information, University of Michigan, Ann Arbor, MI, United States.ORCID 0000-0002-4570-703X
Sheryl L CatzBetty Irene Moore School of Nursing, University of California, Davis, Sacramento, CA, United States.ORCID 0000-0002-6325-9349

Funding

Development of a mHealth Intervention for Ambivalent Smokers: A Pilot Feasibility StudyR21CA234003 · NCI · KAISER FOUNDATION RESEARCH INSTITUTE · PI MCCLURE, JENNIFER B · 2019 to 2020
$386k
NCI NIH HHS R21 CA234003
6 · The paper itself

Abstract

backgroundMost smokers are ambivalent about quitting-they want to quit someday, but not now. Interventions are needed that can engage ambivalent smokers, build their motivation for quitting, and support future quit attempts. Mobile health (mHealth) apps offer a cost-effective platform for such interventions, but research is needed to inform their optimal design and assess their acceptability, feasibility, and potential effectiveness.

objectiveThis study aims to assess the feasibility, acceptability, and potential impact of a novel mHealth app for smokers who want to quit smoking someday but are ambivalent about quitting in the near term.

methodsWe enrolled adults across the United States who smoked more than 10 cigarettes a day and were ambivalent about quitting (n=60). Participants were randomly assigned to 1 of 2 versions of the GEMS app: standard care (SC) versus enhanced care (EC). Both had a similar design and identical evidence-based, best-practice smoking cessation advice and resources, including the ability to earn free nicotine patches. EC also included a series of exercises called experiments designed to help ambivalent smokers clarify their goals, strengthen their motivation, and learn important behavioral skills for changing smoking behavior without making a commitment to quit. Outcomes were analyzed using automated app data and self-reported surveys at 1 and 3 months post enrollment.

resultsParticipants who installed the app (57/60, 95%) were largely female, White, socioeconomically disadvantaged, and highly nicotine dependent. As expected, key outcomes trended in favor of the EC group. Compared to SC users, EC participants had greater engagement (mean sessions 19.9 for EC vs 7.3 for SC). An intentional quit attempt was reported by 39.3% (11/28) of EC users and 37.9% (11/29) of SC users. Seven-day point prevalence smoking abstinence at the 3-month follow-up was reported by 14.7% (4/28) of EC users and 6.9% (2/29) of SC users. Among participants who earned a free trial of nicotine replacement therapy based on their app usage, 36.4% (8/22) of EC participants and 11.1% (2/18) of SC participants requested the treatment. A total of 17.9% (5/28) of EC and 3.4% (1/29) of SC participants used an in-app feature to access a free tobacco quitline. Other metrics were also promising. EC participants completed an average of 6.9 (SD 3.1) out of 9 experiments. Median helpfulness ratings for completed experiments ranged from 3 to 4 on a 5-point scale. Finally, satisfaction with both app versions was very good (mean 4.1 on a 5-point Likert scale) and 95.3% (41/43) of all respondents would recommend their app version to others.

conclusionsAmbivalent smokers were receptive to the app-based intervention, but the EC version, which combined best-practice cessation advice with self-paced, experiential exercises, was associated with greater use and evidence of behavior change. Further development and evaluation of the EC program is warranted.

trial registrationClinicalTrials.gov NCT04560868; https://clinicaltrials.gov/ct2/show/NCT04560868.

Indexed as

Mobile ApplicationsSmoking CessationTelemedicineAdultFeasibility StudiesFemaleHumansNicotinePilot ProjectsSmokersTobacco Use Cessation DevicesNicotineambivalenceappdigital health interventionmHealthmHealth interventionmotivationnicotinesmokingsmoking cessationtobacco

Identifiers

PMID37379059
PMCPMC10365568

What OpenQuestion holds

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LicenceCC BY
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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.