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A Comprehensive Review of Ocular Metrics for Fatigue Assessment: From Physiology to Machine Learning

https://doi.org/10.2139/ssrn.5732154
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Ocular motor signatures of cognitive dysfunction in multiple sclerosis
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Eye movement characteristics reflected fatigue development in both young and elderly individuals
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Differential Impact of Sleep Deprivation and Circadian Timing on Reflexive Versus Inhibitory Control of Attention
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Microsaccade and drift dynamics reflect mental fatigue
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The pupillary light reflex cannot be used to measure sleepiness
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Pupillometry and P3 index the locus coeruleus–noradrenergic arousal function in humans
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A multifaceted investigation of the link between mental fatigue and task disengagement
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Pupil Size as Related to Interest Value of Visual Stimuli
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High-Speed Scanning in Human Memory
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Pupil Diameter and Load on Memory
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Role of the Basal Ganglia in the Control of Purposive Saccadic Eye Movements
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Chronic Fatigue Syndrome: A Review
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Blink Rate: A Possible Measure of Fatigue
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Evolution of Driver Fatigue Detection Techniques—A Review From 2007 to 2021
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Pupillometry
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Two types of mental fatigue affect spontaneous oscillatory brain activities in different ways
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Simulator Sickness Questionnaire: An Enhanced Method for Quantifying Simulator Sickness
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Fatigue and fatigability in neurologic illnesses
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Neural Contributions to Muscle Fatigue
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Translating Fatigue to Human Performance
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Basal Ganglia Neuronal Activity during Scanning Eye Movements in Parkinson’s Disease
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Evidence for five types of fixation during a random saccade eye tracking task and changes in fixation duration as a function of time-on-task
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The Absence of Eye Muscle Fatigue Indicates That the Nervous System Compensates for Non-Motor Disturbances of Oculomotor Function
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Digital Eye Strain: Updated Perspectives
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Classification of Cognitive Load based on Oculometric Features
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Subjective and Objective Sleepiness in the Active Individual
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The Effects of Sleep Deprivation on Oculomotor Responses
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Effects of 24-hour and 36-hour sleep deprivation on smooth pursuit and saccadic eye movements
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Neuromodulatory Correlates of Pupil Dilation
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Baseline Pupil Diameter Is Not a Reliable Biomarker of Subjective Sleepiness
inferredcites →https://doi.org/10.3389/fneur.2024.1363190openalex-snapshot
Machine learning approach for ambient-light-corrected parameters and the Pupil Reactivity (PuRe) score in smartphone-based pupillometry
inferredcites →https://doi.org/10.3389/fnins.2020.00178openalex-snapshot
Sympathetic and Parasympathetic Modulation of Pupillary Unrest
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Bridging Exercise Science, Cognitive Psychology, and Medical Practice: Is “Cognitive Fatigue” a Remake of “The Emperor’s New Clothes”?
inferredcites →https://doi.org/10.3389/fpsyg.2018.01383openalex-snapshot
Drive in Sports: How Mental Fatigue Affects Endurance Performance
inferredcites →https://doi.org/10.3389/fpsyg.2021.739764openalex-snapshot
A Proposal for a Unifying Set of Definitions of Fatigue
inferredcites →https://doi.org/10.3390/diagnostics9030091openalex-snapshot
Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Comprehensive Review
inferredcites →https://doi.org/10.3390/ijerph19073909openalex-snapshot
Central and Peripheral Fatigue in Physical Exercise Explained: A Narrative Review
inferredcites →https://doi.org/10.3390/mti9030024openalex-snapshot
Effects of Flight Experience or Simulator Exposure on Simulator Sickness in Virtual Reality Flight Simulation
inferredcites →https://doi.org/10.3390/s24041082openalex-snapshot
Blink-Related Oscillations Provide Naturalistic Assessments of Brain Function and Cognitive Workload within Complex Real-World Multitasking Environments
inferredcites →https://doi.org/10.3390/sports6040153openalex-snapshot
Monitoring Exercise-Induced Muscle Fatigue and Adaptations: Making Sense of Popular or Emerging Indices and Biomarkers
inferredcites →https://doi.org/10.3390/technologies12030038openalex-snapshot
Examining the Landscape of Cognitive Fatigue Detection: A Comprehensive Survey
inferredcites →https://doi.org/10.3758/bf03195580openalex-snapshot
The validity of psychomotor vigilance tasks of less than 10-minute duration
inferredcites →https://doi.org/10.3758/bf03200977openalex-snapshot
Microcomputer analyses of performance on a portable, simple visual RT task during sustained operations
inferredcites →https://doi.org/10.3758/cabn.10.2.252openalex-snapshot
Pupil diameter tracks changes in control state predicted by the adaptive gain theory of locus coeruleus function
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Eye movements, the perceptual span, and reading speed
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Pupil dilation as an index of effort in cognitive control tasks: A review
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Pupillometry as a new window to player fatigue? A glimpse inside the eyes of a Euro Cup Women’s Basketball team
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Psychomotor Vigilance Task Demonstrates Impaired Vigilance in Disorders with Excessive Daytime Sleepiness
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Cues of Fatigue: Effects of Sleep Deprivation on Facial Appearance
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