Evidence map›Paper›PMID 37571449›Full record

ArticleSensors (Basel, Switzerland)2023

Identification of Language-Induced Mental Load from Eye Behaviors in Virtual Reality.

Johannes Schirm, Andrés Roberto Gómez-Vargas, Monica Perusquía-Hernández, Richard T Skarbez, Naoya Isoyama, Hideaki Uchiyama, Kiyoshi Kiyokawa

Open access · goldAbstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
2.0field-weighted citation impact, top 13% of its field
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

3 citing papers in PubMed, 12 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
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 at 3 institutions in 2 countries.

Johannes SchirmGraduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma 630-0192, Japan.ORCID 0000-0002-2133-067X
Andrés Roberto Gómez-VargasGraduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma 630-0192, Japan.ORCID 0009-0007-9901-7089
Monica Perusquía-HernándezGraduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma 630-0192, Japan.ORCID 0000-0002-0486-1743
Richard T SkarbezDepartment of Computer Science and Information Technology, School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne Campus, Melbourne, VIC 3086, Australia.ORCID 0000-0002-2783-5257
Naoya IsoyamaFaculty of Social Information Studies, Otsuma Women's University, Tokyo 102-8357, Japan.ORCID 0000-0002-6535-8439
Hideaki UchiyamaGraduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma 630-0192, Japan.ORCID 0000-0002-6119-1184
Kiyoshi KiyokawaGraduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma 630-0192, Japan.ORCID 0000-0003-2260-1707
Nara Institute of Science and Technology · JPLa Trobe University · AUOtsuma Women's University · JP

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Experiences of virtual reality (VR) can easily break if the method of evaluating subjective user states is intrusive. Behavioral measures are increasingly used to avoid this problem. One such measure is eye tracking, which recently became more standard in VR and is often used for content-dependent analyses. This research is an endeavor to utilize content-independent eye metrics, such as pupil size and blinks, for identifying mental load in VR users. We generated mental load independently from visuals through auditory stimuli. We also defined and measured a new eye metric, focus offset, which seeks to measure the phenomenon of "staring into the distance" without focusing on a specific surface. In the experiment, VR-experienced participants listened to two native and two foreign language stimuli inside a virtual phone booth. The results show that with increasing mental load, relative pupil size on average increased 0.512 SDs (0.118 mm), with 57% reduced variance. To a lesser extent, mental load led to fewer fixations, less voluntary gazing at distracting content, and a larger focus offset as if looking through surfaces (about 0.343 SDs, 5.10 cm). These results are in agreement with previous studies. Overall, we encourage further research on content-independent eye metrics, and we hope that hardware and algorithms will be developed in the future to further increase tracking stability.

Indexed as

Virtual RealityAuditory PerceptionHumansLanguageSurveys and QuestionnairesUser-Computer Interfacecognitive loadeye trackingflow statelanguage tasklistening comprehensionmental loadvirtual reality

Identifiers

PMID37571449
PMCPMC10422404
OpenAlexW4385278320

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.