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Accepted for/Published in: JMIR mHealth and uHealth

Date Submitted: Jun 24, 2024
Date Accepted: Dec 28, 2025

The final, peer-reviewed published version of this preprint can be found here:

Individualized Treatment Effects of a Digital Smoking Cessation Intervention Among Individuals Looking Online for Help: Secondary Analysis of a Randomized Controlled Trial

Crawford J, Blomqvist J, Ulfsdotter Gunnarsson K, Bendtsen P, Bendtsen M

Individualized Treatment Effects of a Digital Smoking Cessation Intervention Among Individuals Looking Online for Help: Secondary Analysis of a Randomized Controlled Trial

JMIR Mhealth Uhealth 2026;14:e63578

DOI: 10.2196/63578

PMID: 41671427

PMCID: 12893526

Individualised treatment effects of a digital smoking cessation intervention among individuals looking online for help

  • Joel Crawford; 
  • Jenny Blomqvist; 
  • Katarina Ulfsdotter Gunnarsson; 
  • Preben Bendtsen; 
  • Marcus Bendtsen

ABSTRACT

Background:

Smoking cessation trials typically report the average treatment effects, in which causal inference is made regarding the average effect of a treatment on a heterogeneous sample. Nonetheless, individual factors such as age, gender, and genetics can impact the effectiveness of a treatment on outcomes.

Objective:

This study aimed to estimate the individualised effects of a text-message based smoking cessation intervention.

Methods:

Data from a randomised controlled trial including 1012 adults from the Swedish general population were used. The trial assessed the effects of a text-messaging intervention that aimed to change behaviour by increasing the importance for change, boosting knowledge on how to change, and instilling confidence for change. Outcomes were prolonged abstinence and point-prevalence of smoking cessation. Individualised treatment effects were modelled using baseline factors to study who benefitted the most from the intervention.

Results:

There was evidence of heterogenous effects with those benefitting the most being older individuals, those with planned surgery, those who smoked less and had done so for a shorter duration, those with high confidence in their ability to quit, and those who believed that quitting was important.

Conclusions:

The results demonstrate how individuals respond differently to a text-message smoking cessation intervention. This provides an insight into who benefits the most and least from the intervention and highlights who needs to be targeted in future interventions to further the reduce the prevalence of smoking. Clinical Trial: The trial was registered in the ISRCTN registry on 03/12/20 (ISRCTN13455271).


 Citation

Please cite as:

Crawford J, Blomqvist J, Ulfsdotter Gunnarsson K, Bendtsen P, Bendtsen M

Individualized Treatment Effects of a Digital Smoking Cessation Intervention Among Individuals Looking Online for Help: Secondary Analysis of a Randomized Controlled Trial

JMIR Mhealth Uhealth 2026;14:e63578

DOI: 10.2196/63578

PMID: 41671427

PMCID: 12893526

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