A meta-analysis of the n-back task while driving and its effects on cognitive workload

被引:29
|
作者
von Janczewski, Nikolai [1 ,3 ]
Wittmann, Jennifer [1 ]
Engeln, Arnd [2 ]
Baumann, Martin [3 ]
Krauss, Lutz [1 ]
机构
[1] Dr Ing Hc F Porsche AG, UI UX Display & Interact, Weissach, Germany
[2] Stuttgart Media Univ, Interact Design & User Experience, Stuttgart, Germany
[3] Ulm Univ, Inst Psychol & Educ, Dept Human Factors, Ulm, Germany
关键词
n-back task; Cognitive workload; Working memory; Driving task; Meta-analysis; WORKING-MEMORY TASK; PHYSIOLOGICAL AROUSAL; GAZE CONCENTRATION; DRIVERS; IMPACT; AGE; DISTRACTION; SENSITIVITY; PERFORMANCE; LOAD;
D O I
10.1016/j.trf.2020.11.014
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
This study investigates the effect of the n-back task on cognitive workload while driving. Results of 20 studies with over 800 participants in total show a moderate to high mean effect size. That means the n-back task varies cognitive load while driving in a substantial matter. Further analysis reveals several moderator variables: experiments conducted in a driving simulator showed larger effect sizes than on-road studies. This effect decreases with increasing driving simulator fidelity. Furthermore, the specific driving task assignment moderates the effect: lane change task scenarios result in higher effects than other situations. Regarding the different measurement methods of cognitive workload, subjective questionnaires seem to have very high sensitivity. In contrast, n-back performance measures, detection response task measures, and physiological measurements result in moderate effect sizes, and driving performance measures show reduced sensitivity. Regarding different implementations of the n-back task itself, surprisingly, no moderators are found. Overall, the findings highlight the suitability of the n-back task as a method of inducing cognitive load in transportation research. The moderator analysis gives an overview of different methodological designs and how these designs will affect effect sizes. (C) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页码:269 / 285
页数:17
相关论文
共 50 条
  • [21] Working memory training revisited: A multi-level meta-analysis of n-back training studies
    Soveri, Anna
    Antfolk, Jan
    Karlsson, Linda
    Salo, Benny
    Laine, Matti
    PSYCHONOMIC BULLETIN & REVIEW, 2017, 24 (04) : 1077 - 1096
  • [22] Cognitive control and brain resources in major depression:: An fMRI study using the n-back task
    Harvey, PO
    Fossati, P
    Pochon, JB
    Levy, R
    LeBastard, G
    Lehériey, S
    Allilaire, JF
    Dubois, B
    NEUROIMAGE, 2005, 26 (03) : 860 - 869
  • [23] Working memory training revisited: A multi-level meta-analysis of n-back training studies
    Anna Soveri
    Jan Antfolk
    Linda Karlsson
    Benny Salo
    Matti Laine
    Psychonomic Bulletin & Review, 2017, 24 : 1077 - 1096
  • [24] Between- and within-scanner variability in the CaliBrain study n-back cognitive task
    Gradin, Victoria
    Gountouna, Viktoria-Eleni
    Waiter, Gordon
    Ahearn, Trevor S.
    Brennan, David
    Condon, Barrie
    Marshall, Ian
    McGonigle, David J.
    Murray, Alison D.
    Whalley, Heather
    Cavanagh, Jonathan
    Hadley, Donald
    Lymer, Katherine
    McIntosh, Andrew
    Moorhead, Thomas William
    Job, Dominic
    Wardlaw, Joanna
    Lawrie, Stephen M.
    Steele, John Douglas
    PSYCHIATRY RESEARCH-NEUROIMAGING, 2010, 184 (02) : 86 - 95
  • [25] New information on the effects of transcranial direct current stimulation on n-back task performance
    Nira Mashal
    Shlomit Metzuyanim-Gorelick
    Experimental Brain Research, 2019, 237 : 1315 - 1324
  • [26] New information on the effects of transcranial direct current stimulation on n-back task performance
    Mashal, Nira
    Metzuyanim-Gorelick, Shlomit
    EXPERIMENTAL BRAIN RESEARCH, 2019, 237 (05) : 1315 - 1324
  • [27] The disruptive effects of pain on n-back task performance in a large general population sample
    Attridge, Nina
    Noonan, Donna
    Eccleston, Christopher
    Keogh, Edmund
    PAIN, 2015, 156 (10) : 1885 - 1891
  • [28] Effects of high concentration oxygen administration on n-back task performance and physiological signals
    Chung, Soon-Cheol
    Kwon, Ji-Hun
    Lee, Hang-Woon
    Tack, Gye-Rae
    Lee, Bongsoo
    Yi, Jeong-Han
    Lee, Soo-Yeol
    PHYSIOLOGICAL MEASUREMENT, 2007, 28 (04) : 389 - 396
  • [29] The Effects of a Distracting N-Back Task on Recognition Memory Are Reduced by Negative Emotional Intensity
    Buratto, Luciano G.
    Pottage, Claire L.
    Brown, Charity
    Morrison, Catriona M.
    Schaefer, Alexandre
    PLOS ONE, 2014, 9 (10):
  • [30] Sequential forward mother wavelet selection method for mental workload assessment on N-back task using photoplethysmography signals
    Aydemir, Tugba
    Sahin, Mehmet
    Aydemir, Onder
    INFRARED PHYSICS & TECHNOLOGY, 2021, 119