Evidence map›Paper›PMID 42538311›Full record

ArticleeNeuro2026

Objective Neural Markers of Identity Familiarization via Passive Exposure and Fast Periodic Visual Stimulation EEG.

Tram T N Nguyen, Linda Ficco, Ian M Thornton, Meike Ramon

Abstract read
In one paragraph

Article in eNeuro, 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.

Tram T N NguyenDepartment of Cognitive Science, Faculty of Media & Knowledge Sciences, University of Malta, Msida MSD 2080, Malta.
Linda FiccoBern University of Applied Sciences, Applied Face Cognition Laboratory, Bern University of Applied Sciences, Business School, Bern 3005, Switzerland.
Ian M ThorntonDepartment of Cognitive Science, Faculty of Media & Knowledge Sciences, University of Malta, Msida MSD 2080, Malta.
Meike RamonDepartment of Cognitive Science, Faculty of Media & Knowledge Sciences, University of Malta, Msida MSD 2080, Malta meike.ramon@bfh.ch.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite a wealth of information provided by face perception research, the neural processes by which unfamiliar faces become familiar-particularly via passive exposure-remain poorly understood. Here, we introduce a novel fast periodic visual stimulation electroencephalography (FPVS-EEG) paradigm designed to objectively track neural familiarization. Specifically, our paradigm measures the emergence of implicit face-identity familiarity during brief, passive repetition learning, without requiring explicit recognition or task engagement. The paradigm uses ecologically valid stimuli incorporating image variations characteristic of forensic material. We tested 28 (18 females) healthy human volunteers including neurotypical civilians and law enforcement professionals, all with typical face-processing abilities. Neural responses were measured to a 1 Hz tagged oddball identity embedded within a 6 Hz stream of changing base images, using high-quality mugshot and CCTV-like stimuli. Results showed that neural signatures of implicit familiarity can emerge rapidly within minutes of passive exposure but only when high-quality mugshot images are used. These familiarity-related responses were characterized by concurrent neural suppression and enhancement, likely to reflect the co-occurrence of repetition detection and identity learning processes. The FPVS-EEG approach reported here provides an objective and quantifiable measure of implicit, early face learning that could complement behavioral assessments and inform future research on individual differences and applied contexts.

Indexed as

BrainElectroencephalographyFacial RecognitionPattern Recognition, VisualRecognition, PsychologyAdultFemaleHumansLearningMalePhotic StimulationYoung AdultCCTVface-identity learningfast periodic visual stimulationimplicit identity processingmugshot images

Identifiers

PMID42538311
PMCPMC13583328

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.