Evidence map›Paper›PMID 40900669›Full record

ArticleJournal of behavioral addictions2025

Risky online buying-shopping behavior: The role of stress responsivity on the transfer from goal-directed behavior to stimulus-response habits.

Tobias A Thomas, Anna M Schmid, Nicolas K Erdal, Stefan Blümel, Silke M Müller, Christian J Merz, Oliver T Wolf, Matthias Brand, Sabine Steins-Loeber, Astrid Müller

Abstract read
In one paragraph

Article in Journal of behavioral addictions, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
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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

10 authors.

Tobias A Thomas1Department of Psychosomatic Medicine and Psychotherapy, Hannover Medical School, Hanover, Germany.ORCID https://orcid.org/0000-0002-4665-7011
Anna M Schmid2Department of Clinical Psychology and Psychotherapy, Otto-Friedrich-University of Bamberg, Bamberg, Germany.
Nicolas K Erdal1Department of Psychosomatic Medicine and Psychotherapy, Hannover Medical School, Hanover, Germany.
Stefan Blümel2Department of Clinical Psychology and Psychotherapy, Otto-Friedrich-University of Bamberg, Bamberg, Germany.ORCID https://orcid.org/0000-0002-8436-7840
Silke M Müller3General Psychology: Cognition, Faculty of Computer Science, University of Duisburg-Essen, Germany.ORCID https://orcid.org/0000-0002-6627-2661
Christian J Merz6Department of Cognitive Psychology, Institute of Cognitive Neuroscience, Ruhr University Bochum, Bochum, Germany.ORCID https://orcid.org/0000-0001-5679-6595
Oliver T Wolf6Department of Cognitive Psychology, Institute of Cognitive Neuroscience, Ruhr University Bochum, Bochum, Germany.ORCID https://orcid.org/0000-0002-9320-2124
Matthias Brand3General Psychology: Cognition, Faculty of Computer Science, University of Duisburg-Essen, Germany.ORCID https://orcid.org/0000-0002-4831-9542
Sabine Steins-Loeber2Department of Clinical Psychology and Psychotherapy, Otto-Friedrich-University of Bamberg, Bamberg, Germany.ORCID https://orcid.org/0000-0002-7651-0627
Astrid Müller1Department of Psychosomatic Medicine and Psychotherapy, Hannover Medical School, Hanover, Germany.ORCID https://orcid.org/0000-0001-6176-2947

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and aim: There is a lack of research on the stress-related transfer from goal-directed behavior to stimulus-response habits in (early stages of) online buying-shopping disorder (BSD). This study investigated the Pavlovian-to-instrumental transfer (PIT) effect after reward devaluation (PIT-dev) as indicator of habitual behavior and its modulation by acute stress in individuals with risky (online) buying-shopping (r-BSh). Methods: Individuals with r-BSh (n = 67) and a control group (n = 67) underwent a PIT paradigm with devaluation procedure. A stress induction/control procedure was administered after the first part of the paradigm. Four salivary samples (alpha-amylase, sAA; cortisol, sCort) and subjective stress ratings were collected before/after stress induction. Results: Individuals with r-BSh showed higher sAA levels (after stress induction), but comparable sCort and subjective stress levels to the control group. The devaluation reduced, albeit not abolished, shopping-specific instrumental behaviors in both groups, particularly in neutral trials. There were no interaction effects of stress condition, group and devaluation on shopping-specific response choice in the preregistered analysis. sCort response significantly predicted PIT-dev as indicator for habitual behavior. Exploratory analyses showed that interactions of BSD symptom severity with subjective and sCort stress response predicted PIT-dev. Discussion and conclusions: The findings are mixed. They show some evidence for a stress-related shift to habitual shopping-specific behaviors in persons with higher symptom severity yet they do not match findings of other planned analyses. Further research is needed to clarify the role of stress in PIT effects and potentially habitual behaviors, which may have implications for prevention/early intervention.

Indexed as

GoalsHabitsInternet Addiction DisorderRisk-TakingStress, PsychologicalTransfer, PsychologyAdultConditioning, OperantFemaleHumansHydrocortisoneMaleRewardSalivaYoung AdultHydrocortisonebehavioral addictionscompulsive buying-shopping disordergoal-directed behaviorhabitsPavlovian-to-instrumental transferstress

Identifiers

PMID40900669
PMCPMC12486293

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Registered trials

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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.