Evidence map›Paper›PMID 41728487›Full record

ArticleCureus2026

Disentangling Cognitive Load From Visual Reflexes: An Iso-Luminant Framework for Virtual Reality (VR)-Based Pupillometry.

Umut Yilmaz, Cemre Karadeniz, Mert Talha Yener, Musa Atas, Eser Sagaltici

Abstract read
In one paragraph

Article in Cureus, 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

5 authors.

Umut YilmazCentre for Autonomous and Intelligent Systems, University of Huddersfield, Huddersfield, GBR.
Cemre KaradenizNeuroscience, University of Padua, Padua, ITA.
Mert Talha YenerResearch and Development, VoctoR Health, Istanbul, TUR.
Musa AtasComputer Engineering, Siirt University, Siirt, TUR.
Eser SagalticiPsychiatry, Antalya City Hospital, University of Health Sciences, Antalya, TUR.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Pupillometry is a robust, non-invasive indicator of cognitive load; however, its application in virtual reality (VR) is compromised by luminance-driven pupillary light reflexes (PLR) that mask subtle task-evoked pupillary responses (TEPR). We introduce a strict iso-luminant VR protocol to isolate cognitive load-related autonomic responses. The framework comprises a PLR validation phase establishing reflex dynamics via controlled luminance alternations, followed by a cognitive isolation phase where visual luminance is clamped constant and cognitive load is modulated exclusively through auditory tasks. Analysis of 22 sessions confirmed PLR sensitivity (mean amplitude: 1.52 ± 0.33 mm, constriction velocity: 19.1 ± 11.2 mm/s). Critically, under iso-luminant conditions, TEPR was successfully isolated with significant dilation during high-load versus low-load conditions (mean difference: 0.38 ± 0.28 mm). The framework differentiated temporal signatures: PLR exhibited rapid velocity (19.1 mm/s), while cognitive load induced gradual dilation (3.86 mm/s), demonstrating a response velocity increased by a factor of 5.2 compared with the cognitive condition. This temporal dissociation confirms that pupillary changes under iso-luminant conditions reflect cognitive processing through the locus coeruleus-norepinephrine (LC-NE) pathway rather than brainstem-mediated light reflexes. The methodology establishes a reproducible foundation for VR-based neuro-ergonomic research with potential applications in attention-deficit/hyperactivity disorder (ADHD) assessment and neurodegenerative disease monitoring.

Indexed as

cognitive loadeye trackingiso-luminant paradigmlocus coeruleuspupillary light reflexpupillometrytask-evoked pupillary responsevirtual reality

Identifiers

PMID41728487
PMCPMC12921460

What OpenQuestion holds

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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.