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Using Machine Learning to Train a Wearable Device for Measuring Students’ Cognitive Load during Problem-Solving Activities Based on Electrodermal Activity, Body Temperature, and Heart Rate: Development of a Cognitive Load Tracker for Both Personal and Classroom Use
16 references·0 citing·34 second hopsampled
Using Machine Learning to Train a Wearable Device for Measuring Students’ Cognitive Load during Problem-Solving Activities Based on Electrodermal Activity, Body Temperature, and Heart Rate: Development of a Cognitive Load Tracker for Both Personal and Classroom Use (2020)Using Machine Learning to Train a Wearabl…Physiological metrics of mental workload: A review of recent progress (2020)Physiological metrics of ment…Unobtrusive Assessment of Students' Emotional Engagement during Lectures Using Electrodermal Activity Sensors (2018)Unobtrusive Assessment of Stu…Measuring mental workload using physiological measures: A systematic review (2018)Measuring mental workload usi…State of science: mental workload in ergonomics (2014)State of science: mental work…Implications of Cognitive Load Theory for Multimedia Learning (2014)Implications of Cognitive Loa…Using galvanic skin response for cognitive load measurement in arithmetic and reading tasks (2012)Using galvanic skin response …Cognitive Load Theory (2011)Cognitive Load TheoryUsing Electroencephalography to Measure Cognitive Load (2010)Using Electroencephalography …Psycho-physiological measures for assessing cognitive load (2010)Psycho-physiological measures…Element Interactivity and Intrinsic, Extraneous, and Germane Cognitive Load (2010)Element Interactivity and Int…Cognitive load theory, educational research, and instructional design: some food for thought (2009)Cognitive load theory, educat…Direct Measurement of Cognitive Load in Multimedia Learning (2003)Direct Measurement of Cogniti…The measurement of drivers' mental workload (1996)The measurement of drivers' m…Measurement of Cognitive Load in Instructional Research (1994)Measurement of Cognitive Load…Physiological Metrics of Mental Workload: A Review of Recent Progress (1990)Physiological Metrics of Ment…Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research (1988)Development of NASA-TLX (Task…The magical number seven, plus or minus two: Some limits on our capacity for processing information. (1956)The magical number seven, plus or minus two: Some limits on our capacity for processing information. (1994)Multimedia Learning (2002)A Reconsideration of Cognitive Load Theory (2007)A Revised Writer(s)-Within-Community Model of Writing (2018)The Past, Present, and Future of the Cognitive Theory of Multimedia Learning (2024)Cognitive Load During Problem Solving: Effects on Learning (1988)Cognitive Load Theory: Implications for medical education: AMEE Guide No. 86 (2014)Cognitive Theory of Multimedia Learning (2014)Cognitive load theory and educational technology (2019)Cognitive Load Theory and the Format of Instruction (1991)Training strategies for attaining transfer of problem-solving skill in statistics: A cognitive-load approach. (1992)Human Problem Solving (1972)Cognitive load theory, learning difficulty, and instructional design (1994)Development of an instrument for measuring different types of cognitive load (2013)Cognitive Architecture and Instructional Design: 20 Years Later (2019)Flow: the psychology of optimal experience (1990)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)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)Nasa-Task Load Index (NASA-TLX); 20 Years Later (2006)Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness (2012)Multiple Resources and Mental Workload (2008)Physiological Measurements of Situation Awareness: A Systematic Review (2020)EEG power spectral measures of cognitive workload: A meta‐analysis (2022)Development and Validation of Two Instruments Measuring Intrinsic, Extraneous, and Germane Cognitive Load (2017)Using animations and visual cueing to support learning of scientific concepts and processes (2010)Cognitive load in multimedia learning environments: A systematic review (2019)Effective Educational Videos: Principles and Guidelines for Maximizing Student Learning from Video Content (2016)Understanding Cognitive Load in Digital and Online Learning: a New Perspective on Extraneous Cognitive Load (2021)
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References

  • 1988Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research15,045 cited
  • 2011Cognitive Load Theory4,841 cited
  • 2010Element Interactivity and Intrinsic, Extraneous, and Germane Cognitive Load2,012 cited
  • 2009Cognitive load theory, educational research, and instructional design: some food for thought1,178 cited
  • 2014State of science: mental workload in ergonomics943 cited
  • 2003Direct Measurement of Cognitive Load in Multimedia Learning896 cited
  • 2014Implications of Cognitive Load Theory for Multimedia Learning884 cited
  • 2010Using Electroencephalography to Measure Cognitive Load745 cited
  • 1994Measurement of Cognitive Load in Instructional Research731 cited
  • 2018Measuring mental workload using physiological measures: A systematic review713 cited
  • 1996The measurement of drivers' mental workload619 cited
  • 2020Physiological metrics of mental workload: A review of recent progress459 cited
  • 2010Psycho-physiological measures for assessing cognitive load382 cited
  • 2012Using galvanic skin response for cognitive load measurement in arithmetic and reading tasks219 cited
  • 2018Unobtrusive Assessment of Students' Emotional Engagement during Lectures Using Electrodermal Activity Sensors

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181 cited
  • 1990Physiological Metrics of Mental Workload: A Review of Recent Progress156 cited
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