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Background: Mobile health tools such as text messaging programs can support smoking cessation. However, high rates of disengagement from these tools decrease their effectiveness.
Objective: The purpose of this study was to identify user characteristics associated with retention in an adult text messaging smoking cessation intervention.
Methods: Adults initiating a quit attempt using the publicly available program SmokefreeTXT between March 6 and June 21, 2016 (n=6215), were included. Data were collected to assess nicotine dependence, frequency of being around other smokers, time of the day for cigarette cravings, extrinsic and intrinsic motivation to quit smoking, confidence in quitting, and long-term intention to be smoke free. Multivariable survival analysis modeling for time to opt out was conducted to identify characteristics associated with opting out over the course of the intervention, adjusting for age, sex, and smoking frequency, reset of the quit date by the user, and the number of days enrolled before initiating the quit attempt. Among those who opted out, multivariable multinomial logistic regression analysis was used to identify predictors of opting out early (within 3 days and between 4 and 7 days into the quit attempt) compared to opting out late (more than 7 days into the quit attempt), adjusting for the same confounders.
Results: Survival analyses indicated that younger age, female sex, higher levels of nicotine dependence, lower intention to be smoke free, and enrolling in SmokefreeTXT ≤1 week before initiating the quit attempt were associated with an increased risk of opting out. For example, users who smoked within 5 minutes of waking up were 1.17 times more likely to opt out than those who smoked more than 5 minutes after waking up (95% CI 1.01-1.35). Among users who opted out from SmokefreeTXT, logistic regression modeling indicated that compared to users who were never or rarely around other smokers, those who were sometimes around other smokers had 1.96 times more likely to opt out within the first 3 days of the quit attempt (95% CI 1.18-3.25). In addition, compared to users with high levels of long-term quit intention, users with lower levels of intention had 1.80 times the odds of opting out between 4 and 7 days into the quit attempt (95% CI 1.02-3.18). Users who reset their quit date after initiating a quit attempt were less likely to opt out at either time point compared with those who did not reset their quit date.
Conclusions: Several user characteristics are associated with retention in an adult text messaging smoking cessation program. These results provide guidance on potential characteristics that should be addressed in future text messaging smoking cessation programs. Providing additional support to users with these characteristics may increase retention in text messaging programs and ultimately lead to smoking cessation.
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http://dx.doi.org/10.2196/13712 | DOI Listing |
J Affect Disord
September 2025
Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, 1845 N. Soto St., Los Angeles, CA, 90032, USA; Department of Psychology, University of Southern California, 3620 McClintock Ave., Los Angeles, CA, 90089, USA.
Introduction: Individuals with elevated depression symptoms experience low positive affect, high negative affect, and cognitive dysfunction. Affective and cognitive disruptions also occur during cigarette abstinence. This study examined whether depression symptom levels associate with affect and cognitive dysfunction during a cigarette quit attempt.
View Article and Find Full Text PDFNicotine Tob Res
September 2025
Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, United States.
Introduction: The aim of this study was to empirically identify subgroups of dual cigarette and ENDS product users based on their motivations for ENDS use.
Methods: Data came from n=713 adult dual cigarette/ENDS users in the Population Assessment of Tobacco and Health Wave 6 public use data file. We used latent class analysis to identify qualitatively different subgroups within the sample and applied logistic regression to assess correlates of latent class membership.
Nicotine Tob Res
August 2025
Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
Introduction: Studies examining the association of secondhand exposures with e-cigarette use behaviors have been limited by indirect or incomplete measures of exposure. This study reports the prevalence of secondhand e-cigarette and tobacco smoke exposure among U.S youth and examines how robust measures of secondhand exposure correlate with e-cigarette susceptibility, ever use, daily use, and quit attempts.
View Article and Find Full Text PDFJAMA Netw Open
August 2025
Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia.
Importance: Treatment for tobacco use for parents in pediatric primary care settings is rarely provided but may support cessation and reduce childhood tobacco smoke exposure.
Objective: To study the integration of the automated Clinical Effort Against Secondhand Smoke Exposure (eCEASE) tobacco cessation intervention into pediatric primary care via the electronic health record (EHR).
Design, Setting, And Participants: This cluster-randomized clinical trial was conducted from July 16, 2021, to August 15, 2023, at 12 pediatric primary care practices in the Philadelphia, Pennsylvania, region.
Nicotine Tob Res
August 2025
School of Health Sciences, University of East Anglia, Norwich, NR4 7UL, United Kingdom.
Introduction: Globally, tobacco use rates in Muslim communities, particularly among men, are significantly higher than in non-Muslim communities. In the UK, there are also low rates of help seeking among British Muslims who use tobacco. Ramadan could be a "window of opportunity" to support tobacco use behavior change but we lack the voice of British Muslim communities on culturally tailored cessation support.
View Article and Find Full Text PDF