Evidence map›Paper›PMID 34413313›Full record

ArticleNature communications2021

Professional actors demonstrate variability, not stereotypical expressions, when portraying emotional states in photographs.

Tuan Le Mau, Katie Hoemann, Sam H Lyons, Jennifer M B Fugate, Emery N Brown, Maria Gendron, Lisa Feldman Barrett

Abstract read
In one paragraph

Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.

0numbers the graph read from it
0cells of the map it votes in
26citing 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

26 citing papers in PubMed.

  1. Article
  2. Article
  3. Rethinking Ethics for an Era of Trusted Computational Tools.The Psychiatric clinics of North America · 2026
    Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Real-life intense fear is communicated through context, not facial expressions.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Review
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. 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

7 authors.

Tuan Le Mau *Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA.
Katie Hoemann *Department of Psychology, Katholieke Universiteit Leuven, Leuven, Belgium.ORCID http://orcid.org/0000-0002-9938-7676
Sam H LyonsDepartment of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
Jennifer M B FugateDepartment of Psychology, University of Massachusetts at Dartmouth, Dartmouth, MA, 02747, USA.ORCID http://orcid.org/0000-0003-0831-4234
Emery N BrownDepartment of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID http://orcid.org/0000-0003-2668-7819
Maria GendronDepartment of Psychology, Yale University, New Haven, CT, USA.
Lisa Feldman BarrettDepartment of Psychology, Northeastern University, Boston, MA, USA. l.barrett@northeastern.edu.ORCID http://orcid.org/0000-0003-4478-2051

Funding

Affect regulation and Beta Amyloid: Maturational Factors in Aging and Age-Related PathologyR01MH113234 · NIMH · NORTHEASTERN UNIVERSITY · PI DICKERSON, BRADFORD C, ISAACOWITZ, DEREK M · 2017 to 2021
$4.2M
Ovarian Effects on Intrinsic Connectivity and the Affective Enhancement of MemoryR01MH109464 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI ANDREANO, JOSEPH M, BARRETT, LISA FELDMAN · 2017 to 2021
$3.5M
Fundamental subcortical mechanisms of affective processingU01CA193632 · NCI · NORTHEASTERN UNIVERSITY · PI BARRETT, LISA FELDMAN, SATPUTE, AJAY · 2016 to 2020
$3.0M
A Study of the Computational Space of Facial Expressions of EmotionR01EY020834 · NEI · OHIO STATE UNIVERSITY · PI MARTINEZ, ALEIX M · 2010 to 2018
$2.1M
Basic mechanisms of cultural relativity in emotion perceptionF32MH105052 · NIMH · NORTHEASTERN UNIVERSITY · PI GENDRON, MARIA THERESE · 2015 to 2017
$183k
Improving measurement of emotional granularity to investigate affective mechanisms of cardiovascular disease and metabolic syndromeF31HL140943 · NHLBI · NORTHEASTERN UNIVERSITY · PI HOEMANN, KATHERINE ANNE · 2018 to 2019
$77k
NCI NIH HHS U01 CA193632NEI NIH HHS R01 EY020834NHLBI NIH HHS F31 HL140943NIMH NIH HHS F32 MH105052NIMH NIH HHS R01 MH109464NIMH NIH HHS R01 MH113234
6 · The paper itself

Abstract

It is long hypothesized that there is a reliable, specific mapping between certain emotional states and the facial movements that express those states. This hypothesis is often tested by asking untrained participants to pose the facial movements they believe they use to express emotions during generic scenarios. Here, we test this hypothesis using, as stimuli, photographs of facial configurations posed by professional actors in response to contextually-rich scenarios. The scenarios portrayed in the photographs were rated by a convenience sample of participants for the extent to which they evoked an instance of 13 emotion categories, and actors' facial poses were coded for their specific movements. Both unsupervised and supervised machine learning find that in these photographs, the actors portrayed emotional states with variable facial configurations; instances of only three emotion categories (fear, happiness, and surprise) were portrayed with moderate reliability and specificity. The photographs were separately rated by another sample of participants for the extent to which they portrayed an instance of the 13 emotion categories; they were rated when presented alone and when presented with their associated scenarios, revealing that emotion inferences by participants also vary in a context-sensitive manner. Together, these findings suggest that facial movements and perceptions of emotion vary by situation and transcend stereotypes of emotional expressions. Future research may build on these findings by incorporating dynamic stimuli rather than photographs and studying a broader range of cultural contexts.

Indexed as

Facial ExpressionAdultCluster AnalysisEmotionsFaceFearFemaleHappinessHumansMaleReproducibility of ResultsStereotyped BehaviorVisual Perception

Identifiers

PMID34413313
PMCPMC8376986

What OpenQuestion holds

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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.