ArticleNPJ science of learning2025
Understanding the role of eye movement pattern and consistency during face recognition through EEG decoding.
Article in NPJ science of learning, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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.
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.
Who cites it
10 citing papers in PubMed.
- The effect of mask use on cross-race face perception: a simultaneous EEG and eye-tracking study.Cognitive research: principles and implications · 2026Article
- Editorial: Advances in explainable analysis methods for cognitive and computational neuroscience.Frontiers in neuroscience · 2026Article
- A Multimodal Framework for Understanding Perceptual Segmentation of Natural Scenes In Autism.bioRxiv : the preprint server for biology · 2025Article
- Compatibility of a Competition Model for Explaining Eye Fixation Durations During Free Viewing.Entropy (Basel, Switzerland) · 2025Article
- EEG-Based Prediction of Stress Responses to Naturalistic Decision-Making Stimuli in Police Cadets.Sensors (Basel, Switzerland) · 2025Article
- Impact of mask use on facial emotion recognition in individuals with subclinical social anxiety: an eye-tracking study.Cognitive research: principles and implications · 2025Article
- Microglial TREM2 and cognitive impairment: insights from Alzheimer's disease with implications for spinal cord injury and AI-assisted therapeutics.Frontiers in cellular neuroscience · 2025Review
- Auditing cognitive drift in AI-driven recommendation: a responsible AI methods protocol with a health case demonstration.Frontiers in neuroscience · 2025Article
- Explainable AI for forensic speech authentication within cognitive and computational neuroscience.Frontiers in neuroscience · 2025Article
- A knowledge-driven framework for surgical safety check integration using speech recognition and speaker verification.Frontiers in neuroscience · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Eye movement patterns and consistency during face recognition are both associated with recognition performance. We examined whether they reflect different mechanisms through EEG decoding. Eighty-four participants performed an old-new face recognition task with eye movement pattern and consistency quantified using eye movement analysis with hidden Markov models (EMHMM). Temporal dynamics of neural representation quality for face recognition were assessed through decoding old vs new faces using a support vector machine classifier. Results showed that a more eye-focused pattern was associated with higher decoding accuracy in the high-alpha band, reflecting better neural representation quality. In contrast, higher eye movement consistency was associated with shorter latency of peak decoding accuracy in the high-alpha band, which suggested more efficient neural representation development, in addition to higher ERP decoding accuracy. Thus, eye movement patterns are associated with neural representation effectiveness, whereas eye movement consistency reflects neural representation development efficiency, unraveling different aspects of cognitive processes.
Identifiers
What OpenQuestion holds
Registered trials
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.