ArticleFrontiers in human neuroscience2016
Into the Wild: Neuroergonomic Differentiation of Hand-Held and Augmented Reality Wearable Displays during Outdoor Navigation with Functional Near Infrared Spectroscopy.
Article in Frontiers in human neuroscience, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 56 papers, 2 of them syntheses that pooled it.
What it found
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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
56 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- The Pitfalls and Perspectives of Assessing Olfactory Function via Optical Brain Imaging.Turkish archives of otorhinolaryngology · 2023Pooled it
- A Systematic Review of Integrated Functional Near-Infrared Spectroscopy (fNIRS) and Transcranial Magnetic Stimulation (TMS) Studies.Frontiers in neuroscience · 2019Pooled it
- Intoxication due to Δ9-tetrahydrocannabinol is characterized by disrupted prefrontal cortex activity.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2024Trial
- Identification of ∆9-tetrahydrocannabinol (THC) impairment using functional brain imaging.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2022Trial
- Transcranial magnetic stimulation from healthy brain aging to Alzheimer's disease: a review on mechanisms, therapeutic potential, and future clinical directions.Frontiers in aging neuroscience · 2026Review
- Haemodynamic correlates of bilateral 6 Hz transcranial alternating current stimulation during working memory enhancement revealed by fNIRS.Frontiers in neuroscience · 2026Article
- Transcranial electrical stimulation (TES) in human motor Optimization: Mechanisms, safety, and emerging applications.Biochemistry and biophysics reports · 2025Review
- VisiMark: Characterizing and Augmenting Landmarks for People with Low Vision in Augmented Reality to Support Indoor Navigation.Proceedings of the SIGCHI conference on human factors in computing systems. CHI Conference · 2025Article
- Home-based monitoring of cerebral oxygenation in response to postural changes using near-infrared spectroscopy.GeroScience · 2024Article
- ninjaNIRS: an open hardware solution for wearable whole-head high-density functional near-infrared spectroscopy.Biomedical optics express · 2024Article
- Cognitive Effort during Visuospatial Problem Solving in Physical Real World, on Computer Screen, and in Virtual Reality.Sensors (Basel, Switzerland) · 2024Article
- Functional Near-Infrared Spectrometry as a Useful Diagnostic Tool for Understanding the Visual System: A Review.Journal of clinical medicine · 2024Review
- Mental workload assessment by monitoring brain, heart, and eye with six biomedical modalities during six cognitive tasks.Frontiers in neuroergonomics · 2024Article
- Opening the dialogue: A preliminary exploration of hair color, hair cleanliness, light, and motion effects on fNIRS signal quality.PloS one · 2024Article
- Mobile cognition: imaging the human brain in the 'real world'.Nature reviews. Neuroscience · 2023Review
- Neuroergonomics on the Go: An Evaluation of the Potential of Mobile EEG for Workplace Assessment and Design.Human factors · 2023Article
- Shining a light on cultural neuroscience: Recommendations on the use of fNIRS to study how sociocultural contexts shape the brain.Cultural diversity & ethnic minority psychology · 2023Review
- Mobile fNIRS for exploring inter-brain synchrony across generations and time.Frontiers in neuroergonomics · 2023Article
- Interdisciplinary views of fNIRS: Current advancements, equity challenges, and an agenda for future needs of a diverse fNIRS research community.Frontiers in integrative neuroscience · 2023Review
- Neuroimaging Assessment of Pain.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2022Review
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Highly mobile computing devices promise to improve quality of life, productivity, and performance. Increased situation awareness and reduced mental workload are two potential means by which this can be accomplished. However, it is difficult to measure these concepts in the "wild". We employed ultra-portable battery operated and wireless functional near infrared spectroscopy (fNIRS) to non-invasively measure hemodynamic changes in the brain's Prefrontal cortex (PFC). Measurements were taken during navigation of a college campus with either a hand-held display, or an Augmented reality wearable display (ARWD). Hemodynamic measures were also paired with secondary tasks of visual perception and auditory working memory to provide behavioral assessment of situation awareness and mental workload. Navigating with an augmented reality wearable display produced the least workload during the auditory working memory task, and a trend for improved situation awareness in our measures of prefrontal hemodynamics. The hemodynamics associated with errors were also different between the two devices. Errors with an augmented reality wearable display were associated with increased prefrontal activity and the opposite was observed for the hand-held display. This suggests that the cognitive mechanisms underlying errors between the two devices differ. These findings show fNIRS is a valuable tool for assessing new technology in ecologically valid settings and that ARWDs offer benefits with regards to mental workload while navigating, and potentially superior situation awareness with improved display design.
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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.