Evidence map›Paper›PMID 42804448›Full record

ArticlePloS one2026

Human sign-tracking and its relationship with attentional biases for alcohol.

Michelle Heck, Damien Lesenfants, Vincent Didone, Patrick Anselme, Etienne Quertemont

Abstract read
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Michelle HeckPsychology & Neuroscience of Cognition - PsyNCog, Quantitative Psychology, Université de Liège, Liège, Belgium.ORCID https://orcid.org/0000-0001-8382-1581
Damien LesenfantsPsychology & Neuroscience of Cognition - PsyNCog, Quantitative Psychology, Université de Liège, Liège, Belgium.
Vincent DidonePsychology & Neuroscience of Cognition - PsyNCog, Quantitative Psychology, Université de Liège, Liège, Belgium.
Patrick AnselmeDepartment of Biopsychology, Ruhr-University Bochum, Bochum, Germany.
Etienne QuertemontPsychology & Neuroscience of Cognition - PsyNCog, Quantitative Psychology, Université de Liège, Liège, Belgium.ORCID https://orcid.org/0000-0002-9859-0779

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPavlovian sign- and goal-tracking have been proposed as a translational framework for understanding individual vulnerability to addiction. In humans, eye‑movement-based Pavlovian Conditioned Approach (PCA) tasks and alcohol‑related attentional bias paradigms may capture complementary aspects of cue‑driven behavior, yet their relationship remains underexplored.

objectivesThis study aimed (1) to test the hypothesized positive association between sign-tracking tendencies and alcohol-related attentional bias, and (2) further evaluate a computerized PCA paradigm for identifying human sign‑ versus goal‑tracking tendencies by attempting to replicate prior evidence linking sign-tracking to higher alcohol use.

methodsThe main study included 159 healthy volunteers. Eye‑movement indices of sign‑ and goal‑oriented attention were collected, and latent profile analysis was used to derive PCA behavioral profiles. Alcohol‑related attentional bias was assessed using a free‑viewing task, while self‑report questionnaires measured alcohol consumption and personality traits. In an additional side experiment (n = 138), a gaze‑contingent, interactable lever was implemented as the conditioned stimulus (CS) to more closely approximate animal PCA procedures. Due to inconclusive outcomes, results from this experiment are reported in the supporting information.

resultsSign-trackers showed a modest tendency toward greater alcohol-related attentional bias than intermediate participants, although not compared with goal-trackers. No robust evidence emerged for differences in alcohol consumption across PCA profiles.

conclusionsThe findings provide preliminary support for a positive association between sign-tracking tendencies and alcohol-related attentional bias, consistent with theoretical predictions, although the effect was small and should be interpreted cautiously. In contrast to previous reports, sign-tracking was unrelated to alcohol consumption. The attenuated effects likely reflect methodological constraints, including low reward salience and the passive nature of the task (e.g., fictitious token reinforcement). Further refinement of human PCA paradigms (particularly regarding conditioned stimulus properties, reward type, and participant engagement) is needed to clarify the boundary conditions of sign- and goal-tracking and strengthen their translational validity.

Indexed as

Alcohol DrinkingAttentional BiasAdultAttentionConditioning, ClassicalCuesEye MovementsFemaleHumansMaleYoung Adult

Identifiers

PMID42804448
PMCPMC13618910

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.