Evidence map›Paper›PMID 41797890›Full record

ArticleiScience2026

Parallel processing of distinct facial signals for the rapid evaluation of social agents.

Zihe Wei, Amanda K Robinson, Alan J Pegna, Jessica Taubert

Abstract read
In one paragraph

Article in iScience, 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

4 authors.

Zihe WeiSchool of Psychology, The University of Queensland, St Lucia, QLD, Australia.
Amanda K RobinsonSchool of Psychology, The University of Queensland, St Lucia, QLD, Australia.
Alan J PegnaSchool of Psychology, The University of Queensland, St Lucia, QLD, Australia.
Jessica TaubertSchool of Psychology, The University of Queensland, St Lucia, QLD, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The distributed model of primate face perception proposes that distinct facial signals, such as emotional valence and sex, are processed by separate neural mechanisms. A key prediction is that cues about a face's emotion and sex are extracted at different processing stages. To test this, we decoded time-resolved patterns of brain activity evoked by a large set of unfamiliar, naturalistic faces. Behavioral ratings were first collected to characterize the perceived emotional valence and sex of 900 faces. Electrophysiological recordings were then obtained while 40 participants passively viewed all face stimuli. The brain reliably distinguished both emotional valence and perceived sex from a brief glance, with decoding emerging in under 95 ms. Crucially, emotional valence showed earlier peak decoding than perceived sex, consistent with time-resolved representational similarity analyses. These findings indicate separable processing pipelines for changeable and stable facial signals, providing empirical support for the distributed model of face perception.

Indexed as

psychologysocial sciences

Identifiers

PMID41797890
PMCPMC12962123

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.