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Updated: Jan 26, 2026

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A Procedure to Study Stress-Induced Relapse of Heroin Seeking after Punishment-Imposed Abstinence
Published on: March 23, 2022
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Six Month Abstinence Heterogeneity in the Best Quit Study
Harold S Javitz1, Terry M Bush2, Jennifer C Lovejoy3
1Education Division, SRI International, Menlo Park, CA, USA.
Summary
Understanding successful quitters helps boost smoking cessation. Key factors for quitting include counseling calls and personal motivation, not just the treatment type.
Area of Science:
- Behavioral science
- Public health
- Addiction research
Background:
- Identifying characteristics of successful smokers is crucial for improving smoking cessation rates.
- Understanding heterogeneity in cessation outcomes can inform tailored interventions.
- Previous research highlights the need for personalized approaches in smoking cessation programs.
Purpose of the Study:
- To investigate variations in smoking cessation success at six months.
- To analyze the impact of behavioral counseling with or without weight management on cessation outcomes.
- To identify specific smoker characteristics associated with different cessation success levels.
Main Methods:
- A large cohort of 2,540 smokers was recruited from a quitline provider.
- Participants were randomized to receive smoking cessation behavioral counseling with or without weight management counseling.
- Classification and Regression Tree (CART) analysis was used to identify predictors of smoking cessation success.
Main Results:
- CART analysis revealed 10 distinct subgroups of smokers with abstinence rates varying from 25.5% to 70.2%.
- Key factors influencing subgroup membership and abstinence included counseling call frequency, pharmacotherapy use, cigarettes per day, confidence, motivation, and anxiety levels.
- Cost per quitter ranged from $US270 to $US630, with specific treatment recommendations for each subgroup.
Conclusions:
- Significant variation in smoking abstinence was observed post-treatment.
- The total number of counseling calls and baseline individual characteristics were more influential than the assigned treatment.
- Tailoring interventions to high-risk subgroups can enhance smoking cessation success rates.
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