Evidence map›Paper›PMID 39231941›Full record

ArticleNature communications2024

Testing the convergent validity, domain generality, and temporal stability of selected measures of people's tendency to explore.

Farid Anvari, Stephan Billinger, Pantelis P Analytis, Vithor Rosa Franco, Davide Marchiori

Abstract read
In one paragraph

Article in Nature communications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Novelty as a drive of human exploration in complex stochastic environments.Proceedings of the National Academy of Sciences of the United States of America · 2025
    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.

Farid AnvariSocial Cognition Center Cologne, University of Cologne, Cologne, Germany. faridanvari.fa@gmail.com.ORCID 0000-0002-5806-5654
Stephan BillingerStrategic Organization Design group, University of Southern Denmark, Odense, Denmark.ORCID 0000-0002-5367-3984
Pantelis P AnalytisStrategic Organization Design group, University of Southern Denmark, Odense, Denmark.
Vithor Rosa FrancoPostgraduate Program of Psychology, São Francisco University, Campinas, Brazil.ORCID 0000-0002-8929-3238
Davide MarchioriStrategic Organization Design group, University of Southern Denmark, Odense, Denmark. mrcdvd77@gmail.com.ORCID 0009-0004-4317-2440

Funding

Det Frie Forskningsråd (Danish Council for Independent Research) DM, DFF - 7015 - 00050EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council) Marie Sklodowska-Curie grant agreement No 883785
6 · The paper itself

Abstract

Given the ubiquity of exploration in everyday life, researchers from many disciplines have developed methods to measure exploratory behaviour. There are therefore many ways to quantify and measure exploration. However, it remains unclear whether the different measures (i) have convergent validity relative to one another, (ii) capture a domain general tendency, and (iii) capture a tendency that is stable across time. In a sample of 678 participants, we found very little evidence of convergent validity for the behavioural measures (Hypothesis 1); most of the behavioural measures lacked sufficient convergent validity with one another or with the self-reports. In psychometric modelling analyses, we could not identify a good fitting model with an assumed general tendency to explore (Hypothesis 2); the best fitting model suggested that the different behavioural measures capture behaviours that are specific to the tasks. In a subsample of 254 participants who completed the study a second time, we found that the measures had stability across an 1 month timespan (Hypothesis 3). Therefore, although there were stable individual differences in how people approached each task across time, there was no generalizability across tasks, and drawing broad conclusions about exploratory behaviour from studies using these tasks may be problematic. The Stage 1 protocol for this Registered Report was accepted in principle on 2nd December 2022 https://doi.org/10.6084/m9.figshare.21717407.v1 . The protocol, as accepted by the journal, can be found at https://doi.org/10.17605/OSF.IO/64QJU .

Indexed as

Exploratory BehaviorPsychometricsAdolescentAdultFemaleHumansMaleMiddle AgedReproducibility of ResultsSelf ReportSurveys and QuestionnairesTime FactorsYoung Adult

Identifiers

PMID39231941
PMCPMC11375013

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.