Evidence map›Paper›PMID 35900835›Full record

ArticleJMIR formative research2022

Feature-Level Analysis of a Smoking Cessation Smartphone App Based on a Positive Psychology Approach: Prospective Observational Study.

Bettina B Hoepper, Kaitlyn R Siegel, Hannah A Carlon, Christopher W Kahler, Elyse R Park, Steven Trevor Taylor, Hazel V Simpson, Susanne S Hoeppner

Registry-linked trialAbstract read
In one paragraph

Article in JMIR formative research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03951766 (An Online Pilot Study of Version 2 of the Smoking Cessation Smartphone App "Smiling Instead of Smoking"), which is not on this map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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.

NCT03951766 nacompletednot on this map

An Online Pilot Study of Version 2 of the Smoking Cessation Smartphone App "Smiling Instead of Smoking" (SiS)

TypeinterventionalSponsorMassachusetts General HospitalRan2019 to 2020Enrolled100ConditionsSmoking Cessation, Smoking, TobaccoArmsSmiling Instead of Smoking (SiS) App Version 2
3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Trial
  2. Positive Psychotherapy for Smoking Cessation Enhanced with Text Messaging: A Randomized Controlled Trial.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2026
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Observational
  10. 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.

Bettina B HoepperRecovery Research Institute, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States.ORCID https://orcid.org/0000-0002-5577-659X
Kaitlyn R SiegelRecovery Research Institute, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States.ORCID https://orcid.org/0000-0002-7352-0571
Hannah A CarlonDepartment of Psychology, University of New Mexico, Albuquerque, NM, United States.ORCID https://orcid.org/0000-0003-2624-9392
Christopher W KahlerCenter for Alcohol and Addiction Studies, Department of Behavioral and Social Sciences, Brown University School of Public Health, Providence, RI, United States.ORCID https://orcid.org/0000-0002-6248-4149
Elyse R ParkMongan Institute, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States.ORCID https://orcid.org/0000-0002-6319-264X
Steven Trevor TaylorRecovery Research Institute, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States.ORCID https://orcid.org/0000-0003-4637-2021
Hazel V SimpsonRecovery Research Institute, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States.ORCID https://orcid.org/0000-0003-3754-395X
Susanne S HoeppnerObsessive-Compulsive Disorder and Related Disorders Program, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States.ORCID https://orcid.org/0000-0003-2060-1666

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSmoking cessation smartphone apps have emerged as highly accessible tools to support smoking cessation efforts. It is unknown how specific app features contribute to user engagement over time and relate to smoking outcomes.

objectiveTo provide a feature-level analysis of the Smiling Instead of Smoking app (version 2) and to link feature use to subsequent smoking cessation.

methodsNondaily smokers (N=100) used the app for a period of 49 days (1 week before quitting and 6 weeks after quitting). Participants self-reported 30-day point-prevalence abstinence at the end of this period and at a 6-month follow up (the survey response rate was 94% and 89% at these points, respectively). Self-reported 30-day point prevalence abstinence rates were 40% at the end of treatment and 56% at the 6-month follow up. The app engaged users in both positive psychology content and traditional behavioral smoking cessation content. The app sent push notifications to prompt participants to complete prescribed content (ie, a "happiness exercise" every day and a "behavioral challenge" to use the app's smoking cessation tools on 15 out of 49 days). Actions that participants took within the app were timestamped and recorded.

resultsParticipants used the app on 24.7 (SD 13.8) days out of the 49 prescribed days, interacting with the happiness content on more days than the smoking content (23.8, SD 13.8 days vs 17.8, SD 10.3 days; t

conclusionsGreater app usage predicted greater odds of self-reported 30-day point-prevalence abstinence at both the end of treatment and over the long term, suggesting that the app had a therapeutic benefit. Positive psychology content and prescriptive clarity may promote sustained app engagement over time.

trial registrationClinicalTrials.gov NCT03951766; https://clinicaltrials.gov/ct2/show/NCT03951766.

Indexed as

acceptabilityapp usageclinical trialfeasibilityhappinessmHealthmobile healthnondaily smokingpositive affectpositive psychologysmartphonesmartphone appsmokingsmoking cessation

Identifiers

PMID35900835
PMCPMC9377446

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.