Evidence map›Paper›PMID 41975116›Full record

ArticleBehavior research methods2026

Introducing the Naturalistic Expression Labeling Task (NELT): Associations with posed expression labeling, empathy, and general cognitive ability.

Louisa A Talipski, Romina Palermo, Clare A M Sutherland, Gilles E Gignac, Linda Jeffery, Kate Crookes, Jeremy B Wilmer, Eva G Krumhuber, Jason Bell, Amy Dawel

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Article in Behavior research methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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3 · Its place in the literature

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2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Louisa A TalipskiSchool of Psychological Science, The University of Western Australia, Crawley, Australia. louisa.talipski@uwa.edu.au.
Romina PalermoSchool of Psychological Science, The University of Western Australia, Crawley, Australia.
Clare A M SutherlandSchool of Psychological Science, The University of Western Australia, Crawley, Australia.
Gilles E GignacSchool of Psychological Science, The University of Western Australia, Crawley, Australia.
Linda JefferySchool of Psychological Science, The University of Western Australia, Crawley, Australia.
Kate CrookesSchool of Psychological Science, The University of Western Australia, Crawley, Australia.
Jeremy B WilmerDepartment of Psychology, Wellesley College, Wellesley, USA.
Eva G KrumhuberDepartment of Experimental Psychology, University College London, London, UK.
Jason BellSchool of Psychological Science, The University of Western Australia, Crawley, Australia.
Amy DawelSchool of Medicine and Psychology, The Australian National University, Canberra, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As decoding emotional expressions is essential to navigating the social world, it is imperative that measures of facial expression labeling ability are psychometrically rigorous and easy to administer. Unfortunately, most studies have used images of prototypically posed expressions, which lack the nuance and variation of real-life expressions and are often perceived as fake. To address the need for a more ecologically valid measure of expression labeling, we introduce the Naturalistic Expression Labeling Task (NELT), modeled after an established posed expression labeling task. We investigated whether the NELT shows expected associations with empathy and general cognitive ability, and the extent to which these associations align with those found for the corresponding posed expression task, despite differences in the realism and perceived genuineness of the expressions. Across three studies, we found that the NELT had strong psychometric properties-including high reliability-that make it well suited to examining individual differences in expression labeling ability. While both the NELT and the posed expression task showed similarly sized positive associations with measures of cognitive and affective empathy, the NELT exhibited a stronger positive association with cognitive ability than did the posed expression task. Our findings suggest that naturalistic expressions can provide insights into expression labeling ability that are at least as robust as those derived from posed expressions. The NELT can serve as a valuable tool for researchers seeking to enhance the ecological validity of their studies by incorporating naturalistic stimuli.

Indexed as

CognitionEmpathyFacial ExpressionAdultEmotionsFemaleHumansMalePsychometricsReproducibility of ResultsYoung AdultCognitive abilityEmpathyExpression labelingNaturalisticTest development

Identifiers

PMID41975116
PMCPMC13076514

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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.