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Eye-Tracking Metrics Predict Perceived Workload in Robotic Surgical Skills Training
16 references·4 citing·38 second hop
Eye-Tracking Metrics Predict Perceived Workload in Robotic Surgical Skills Training (2019)Eye-Tracking Metrics Predict Perceived Wo…Review of Eye-related Measures of Drivers’ Mental Workload (2015)Review of Eye-related Measure…How High is High? A Meta-Analysis of NASA-TLX Global Workload Scores (2015)How High is High? A Meta-Anal…The Psychometrics of Mental Workload (2014)The Psychometrics of Mental W…State of science: mental workload in ergonomics (2014)State of science: mental work…Flying under pressure: Effects of anxiety on attention and gaze behavior in aviation. (2014)Flying under pressure: Effect…Estimating cognitive load using remote eye tracking in a driving simulator (2010)Estimating cognitive load usi…New Effect Size Rules of Thumb (2009)New Effect Size Rules of ThumbNASA TLX: Software for assessing subjective mental workload (2009)NASA TLX: Software for assess…A Review of the Mental Workload Literature (2007)A Review of the Mental Worklo…Queueing Network-Model Human Processor (QN-MHP) (2006)Queueing Network-Model Human …Nasa-Task Load Index (NASA-TLX); 20 Years Later (2006)Nasa-Task Load Index (NASA-TL…Assessing Mental Workload During Laparoscopic Surgery (2005)Assessing Mental Workload Dur…Effects of verbal and spatial-imagery tasks on eye fixations while driving. (2000)Effects of verbal and spatial…Research on vehicle-based driver status/performance monitoring: Development, validation, and refinement of algorithms for detection of driver drowsiness (1994)Research on vehicle-based dri…Eye movement guidance in reading: The role of parafoveal letter and space information. (1990)Eye movement guidance in read…Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research (1988)Development of NASA-TLX (Task…From telepresence to intelligent convergence: mapping the global research landscape of remote robotic surgery (1980–2025) (2025)From telepresence to intellig…Quantifying Workload and Stress in Intensive Care Unit Nurses: Preliminary Evaluation Using Continuous Eye-Tracking (2022)Quantifying Workload and Stre…The ability of eye-tracking metrics to classify and predict the perceived driving workload (2021)The ability of eye-tracking m…Eye-Tracking for Performance Evaluation and Workload Estimation in Space Telerobotic Training (2021)Eye-Tracking for Performance …Human Mental Workload (1988)Engineering Psychology and Human Performance (2015)Using theta and alpha band power to assess cognitive workload in multitasking environments (2017)Human Mental Workload: A Survey and a Novel Inclusive Definition (2022)Improving the Productivity of America's Schools. (1984)The Impact of Peer Assessment on Academic Performance: A Meta-analysis of Control Group Studies (2019)Evidence of STEM enactment effectiveness in Asian student learning outcomes (2020)Statistics From A (Agreement) to Z (z Score): A Guide to Interpreting Common Measures of Association, Agreement, Diagnostic Accuracy, Effect Size, Heterogeneity, and Reliability in Medical Research (2021)Multiple resources and performance prediction (2002)Understanding changes in mental workload during execution of goal-directed tasks and its application for interruption management (2008)A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving (2019)A Survey on Measuring Cognitive Workload in Human-Computer Interaction (2023)Evaluation of Subjective Mental Workload: A Comparison of SWAT, NASA‐TLX, and Workload Profile Methods (2003)A theoretical framework for evaluating mental workload resources in human systems design for manufacturing operations (2016)Concentration, Competence, Confidence, and Capture: An Experimental Study of Age, Interruption-based Technostress, and Task Performance (2018)Understanding Collaboration with Virtual Assistants – The Role of Social Identity and the Extended Self (2020)Flow: the psychology of optimal experience (1990)Measuring mental workload using physiological measures: A systematic review (2018)Power-law distributions in empirical data (2018)A Systematic Review of Physiological Measures of Mental Workload (2019)Evaluating quality in human-robot interaction: A systematic search and classification of performance and human-centered factors, measures and metrics towards an industry 5.0 (2022)On the economy of the human-processing system. (1979)Eye movements in reading and information processing: 20 years of research. (1998)Sensitivity of eye-movement measures to in-vehicle task difficulty (2005)Modeling drivers' visual attention allocation while interacting with in-vehicle technologies. (2006)Real-Time Detection of Driver Cognitive Distraction Using Support Vector Machines (2007)Judgment under Uncertainty: Heuristics and Biases (1974)Judgment under Uncertainty: Heuristics and Biases (1975)Telling more than we can know: Verbal reports on mental processes. (1977)The Out-of-the-Loop Performance Problem and Level of Control in Automation (1995)Pupil Size in Relation to Mental Activity during Simple Problem-Solving (1964)Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness (2012)Mental workload is reflected in driver behaviour, physiology, eye movements and prefrontal cortex activation (2018)Using eye-tracking to investigate the effects of pre-takeover visual engagement on situation awareness during automated driving (2021)Workload: An examination of the concept. (1986)Monitoring driver fatigue using a single-channel electroencephalographic device: A validation study by gaze-based, driving performance, and subjective data (2017)Recognising situation awareness associated with different workloads using EEG and eye-tracking features in air traffic control tasks (2022)A Review of Mobile Robotic Telepresence (2013)
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References

  • 1988Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research15,045 cited
  • 2006Nasa-Task Load Index (NASA-TLX); 20 Years Later4,288 cited
  • 2009New Effect Size Rules of Thumb3,244 cited
  • 2014State of science: mental workload in ergonomics943 cited
  • 2000Effects of verbal and spatial-imagery tasks on eye fixations while driving.492 cited
  • 2015How High is High? A Meta-Analysis of NASA-TLX Global Workload Scores470 cited
  • 2010Estimating cognitive load using remote eye tracking in a driving simulator382 cited
  • 2007A Review of the Mental Workload Literature339 cited
  • 2009NASA TLX: Software for assessing subjective mental workload310 cited
  • 2015Review of Eye-related Measures of Drivers’ Mental Workload293 cited
  • 2014The Psychometrics of Mental Workload270 cited
  • 2006Queueing Network-Model Human Processor (QN-MHP)208 cited
  • 2005Assessing Mental Workload During Laparoscopic Surgery196 cited
  • 1994Research on vehicle-based driver status/performance monitoring: Development, validation, and refinement of algorithms for detection of driver drowsiness182 cited
  • 1990Eye movement guidance in reading: The role of parafoveal letter and space information.

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167 cited
  • 2014Flying under pressure: Effects of anxiety on attention and gaze behavior in aviation.164 cited
  • Cited by

    • 2021The ability of eye-tracking metrics to classify and predict the perceived driving workload77 cited
    • 2021Eye-Tracking for Performance Evaluation and Workload Estimation in Space Telerobotic Training65 cited
    • 2022Quantifying Workload and Stress in Intensive Care Unit Nurses: Preliminary Evaluation Using Continuous Eye-Tracking50 cited
    • 2025From telepresence to intelligent convergence: mapping the global research landscape of remote robotic surgery (1980–2025)13 cited