Validating theta power as an objective measure of cognitive load in educational video

被引:45
作者
Castro-Meneses, Leidy J. [1 ,3 ,4 ,5 ]
Kruger, Jan-Louis [2 ,3 ]
Doherty, Stephen [3 ,6 ]
机构
[1] Univ Western Sydney, MARCS Inst Brain Behav & Dev, Sydney, NSW, Australia
[2] Macquarie Univ, Dept Linguist, Sydney, NSW, Australia
[3] Asia Pacific Translat & Cognit Res Grp, Sydney, NSW, Australia
[4] Macquarie Univ, ARC Ctr Excellence Cognit & Its Disorders, Sydney, NSW, Australia
[5] Macquarie Univ, Dept Cognit Sci, Percept Act Res Ctr, Sydney, NSW, Australia
[6] Univ New South Wales, Sch Humanities & Languages, Sydney, NSW, Australia
来源
ETR&D-EDUCATIONAL TECHNOLOGY RESEARCH AND DEVELOPMENT | 2020年 / 68卷 / 01期
关键词
Cognitive load; Educational video; Language processing; Linguistic complexity; Theta power; Working memory; Electroencephalography; WORKING-MEMORY; EEG DYNAMICS; ALPHA; OSCILLATIONS; MULTIMEDIA; SYNCHRONIZATION; DESYNCHRONIZATION; PERFORMANCE; EXPERIENCE; EXAMPLES;
D O I
10.1007/s11423-019-09681-4
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
We know from the literature that high cognitive load can impede performance and educational outcomes. Previous measures of cognitive load have largely relied on subjective scales but few have explored more objective measures. This paper aims to address this issue by examining the validity of electroencephalography (or EEG) as an objective measure of cognitive load in the context of educational video. EEG is an online brain measure of the electrical activity that a population of neurons elicits when they are activated. Theta power is a brain oscillation ranging from 4 to 7 Hz that has been linked to cognitive and memory performance. We manipulated the linguistic complexity of three texts delivered by a speaker on video to induce a simple, a moderate and a complex level of cognitive load amongst a sample of students pursuing postgraduate studies through the medium of English as a second language (n = 35). We specifically measured intrinsic cognitive load via a subjective scale, a recall test, and theta power as an objective measure (average cognitive load). Our results show that the subjective scale was significantly different across the three levels of linguistic complexity. However, theta power and recall were only significantly different between the two most distinct levels of linguistic complexity. Although, this finding suggests theta power may not be as sensitive for average cognitive load as the subjective scale for intrinsic cognitive load, a correlation analysis shows that theta power was correlated with self-reported cognitive load. However, it may need more power compared to the subjective scale. These findings suggest that theta power may be developed into a valid objective measure of average cognitive load although its true potential lies in the possibility to measure online fluctuations in cognitive load or instantaneous cognitive load.
引用
收藏
页码:181 / 202
页数:22
相关论文
共 50 条
  • [21] Development and Validation of a Theory-Based Questionnaire to Measure Different Types of Cognitive Load
    Krieglstein, Felix
    Beege, Maik
    Rey, Guenter Daniel
    Sanchez-Stockhammer, Christina
    Schneider, Sascha
    EDUCATIONAL PSYCHOLOGY REVIEW, 2023, 35 (01)
  • [22] Multimodal Measurement of Cognitive Load in a Video Game Context: A Comparative Study Between Subjective and Objective Metrics
    Pretty, Emma J.
    Guarese, Renan
    Dziego, Chloe A.
    Fayek, Haytham M.
    Zambetta, Fabio
    IEEE TRANSACTIONS ON GAMES, 2024, 16 (04) : 854 - 867
  • [23] Cognitive training and retest learning effects on theta and alpha power in older and young adults: A perspective on the crunch hypothesis and the STAC-R model
    Zajac-Lamparska, Ludmila
    Zabielska-Mendyk, Emilia
    Zapala, Dariusz
    Augustynowicz, Pawel
    INTERNATIONAL JOURNAL OF CLINICAL AND HEALTH PSYCHOLOGY, 2025, 25 (02)
  • [24] Relationship between regional relative theta power and amyloid deposition in mild cognitive impairment: an exploratory study
    Park, Jaesub
    Kim, Woo Jung
    Jung, Han Wool
    Kim, Jae-Jin
    Park, Jin Young
    FRONTIERS IN NEUROSCIENCE, 2025, 19
  • [25] An objective measure of hyperactivity aspects with compressed webcam video
    Wehrmann, Thomas
    Mueller, Joerg Michael
    CHILD AND ADOLESCENT PSYCHIATRY AND MENTAL HEALTH, 2015, 9
  • [26] Relationship between objective and subjective cognitive load measurements in multimedia learning
    Mutlu-Bayraktar, Duygu
    Ozel, Pinar
    Altindis, Fatih
    Yilmaz, Bulent
    INTERACTIVE LEARNING ENVIRONMENTS, 2023, 31 (03) : 1322 - 1334
  • [27] Subjective Measure of Cognitive Load Depends on Participants' Content Knowledge Level
    Zu, Tianlong
    Munsell, Jeremy
    Rebello, N. Sanjay
    FRONTIERS IN EDUCATION, 2021, 6
  • [28] Increasing the effectiveness of digital educational games: The effects of a learning instruction on students' learning, motivation and cognitive load
    Hawlitschek, Anja
    Joeckel, Sven
    COMPUTERS IN HUMAN BEHAVIOR, 2017, 72 : 79 - 86
  • [29] Resting EEG theta power correlates with cognitive performance in healthy older adults
    Finnigan, Simon
    Robertson, Ian H.
    PSYCHOPHYSIOLOGY, 2011, 48 (08) : 1083 - 1087
  • [30] Working Memory Load-related Theta Power Decreases in Dorsolateral Prefrontal Cortex Predict Individual Differences in Performance
    Brzezicka, Aneta
    Kaminski, Jan
    Reed, Chrystal M.
    Chung, Jeffrey M.
    Mamelak, Adam N.
    Rutishauser, Ueli
    JOURNAL OF COGNITIVE NEUROSCIENCE, 2019, 31 (09) : 1290 - 1307