Evidence map›Paper›PMID 42329674›Full record

ArticleJMIR human factors2026

Proximal and Long-Term Participants' Perspectives on Approach Bias Modification for Smoking Cessation: Qualitative Study.

Alla Machulska, Johanna Bück, Esra Sünkel, Marie Neubert, Tim Klucken

Abstract read
In one paragraph

Article in JMIR human factors, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. 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

5 authors.

Alla MachulskaClinical Psychology and Psychotherapy, Department of Psychology, University of Siegen, Siegen, North Rhine-Westphalia, Germany.ORCID 0000-0001-5968-429X
Johanna BückClinical Psychology and Psychotherapy, Department of Psychology, University of Siegen, Siegen, North Rhine-Westphalia, Germany.ORCID 0009-0009-8548-2558
Esra SünkelClinical Psychology and Psychotherapy, Department of Psychology, University of Siegen, Siegen, North Rhine-Westphalia, Germany.ORCID 0009-0005-4044-0873
Marie NeubertClinical Psychology and Psychotherapy, Department of Psychology, University of Siegen, Siegen, North Rhine-Westphalia, Germany.ORCID 0000-0002-9093-2009
Tim KluckenClinical Psychology and Psychotherapy, Department of Psychology, University of Siegen, Siegen, North Rhine-Westphalia, Germany.ORCID 0000-0003-2433-6652

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundApproach bias modification (ApBM) aims to target maladaptive approach tendencies toward substance-related cues and has increasingly been examined as an adjunctive intervention for substance use disorders, including nicotine use. However, although participants' subjective experiences of ApBM are likely to influence both its effectiveness and successful implementation, they have rarely been systematically investigated.

objectiveThis study aimed to explore both proximate and long-term subjective training experiences reported by participants from 2 previously conducted randomized controlled trials of ApBM for smoking cessation. Training experiences were explored across 2 delivery modalities (virtual reality and smartphone app) and compared with those reported in matched sham training conditions.

methodsParticipants were invited to provide open-ended feedback immediately following the intervention and up to 7 weeks after study entry (proximate feedback), as well as again 4 years later (long-term feedback). Thematic analysis was conducted to identify core themes, complemented by exploratory frequency and descriptive quantitative analyses comparing ApBM and sham conditions.

resultsIn total, 87 (ApBM: n=45; sham: n=42) of the 178 participants included in the randomized controlled trials provided proximate (7-week follow-up) feedback, and 63 (ApBM: n=33; sham: n=30) provided long-term (4-year follow-up) feedback; 104 participants contributed feedback at least once. Four overarching themes were identified, with the fourth emerging only in long-term reflections: (1) perceived treatment effects, spanning beneficial changes and a perceived lack of effects; (2) mechanisms of action, including presumed working mechanisms and impeding factors; (3) feedback on the training and study experience; and (4) attribution of effects to training-specific or external factors. Overall, participants engaged extensively in reflecting on potential mechanisms underlying the training, their relation to therapeutic outcomes, and opportunities for improving future interventions. Exploratory frequency analyses indicated that participants in the ApBM group more often suggested improvements to the training, whereas participants in the sham condition more frequently reported impeding factors, particularly difficulties understanding the training rationale. Quantitative training evaluations were generally more favorable for ApBM than for sham training, as reflected in a significantly higher overall evaluation score. In particular, ApBM received higher ratings for its perceived effectiveness in reducing smoking and its applicability to everyday situations.

conclusionsThis study provides novel insights into how ApBM for smoking is experienced both shortly after training and years later. To our knowledge, this is the first study in the context of cognitive bias modification, including ApBM, to examine subjective experiences over a multiyear time frame. The findings highlight the importance of participants' understanding of the training rationale and underscore the value of incorporating participants' perspectives into the development and evaluation of ApBM interventions.

Indexed as

Smoking CessationAdultFemaleHumansMaleMiddle AgedQualitative Researchapproach bias modificationcognitive bias modificationlong-term outcomesmobile appqualitative analysissmoking cessationsubjective experiencesvirtual reality

Identifiers

PMID42329674
PMCPMC13338674

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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.