What does germane load mean? An empirical contribution to the cognitive load theory

被引:126
作者
Debue, Nicolas [1 ,2 ]
van de Leemput, Cecile [1 ]
机构
[1] Univ Libre Bruxelles, Res Ctr Work & Consumer Psychol, Fac Psychol Sci & Educ, B-1050 Brussels, Belgium
[2] Natl Fund Sci Res FRS FNRS, Brussels, Belgium
关键词
cognitive load measurement; eye-tracking; objective measures; online newspaper; information retention; MENTAL WORKLOAD; PUPILLARY RESPONSE; EYE-MOVEMENTS; WEB SITE; EXPERIENCE; ATTENTION;
D O I
10.3389/fpsyg.2014.01099
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
While over the last decades, much attention has been paid to the mental workload in the field of human computer interactions, there is still a lack of consensus concerning the factors that generate it as well as the measurement methods that could reflect workload variations. Based on the multifactorial Cognitive Load Theory (CLT), our study aims to provide some food for thought about the subjective and objective measurement that can be used to disentangle the intrinsic, extraneous, and germane load. The purpose is to provide insight into the way cognitive load can explain how users' cognitive resources are allocated in the use of hypermedia, such as an online newspaper. A two-phase experiment has been conducted on the information retention from online news stories. Phase 1 (92 participants) examined the influence of multimedia content on performance as well as the relationships between cognitive loads and cognitive absorption. In Phase 2 (36 participants), eye-tracking data were collected in order to provide reliable and objective measures. Results confirmed that performance in information retention was impacted by the presence of multimedia content such as animations and pictures. The higher number of fixations on these animations suggests that users' attention could have been attracted by them. Results showed the expected opposite relationships between germane and extraneous load, a positive association between germane load and cognitive absorption and a non-linear association between intrinsic and germane load. The trends based on eye-tracking data analysis provide some interesting findings about the relationship between longer fixations, shorter saccades and cognitive load. Some issues are raised about the respective contribution of mean pupil diameter and Index of Cognitive Activity.
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页数:12
相关论文
共 72 条
[11]  
Bartels M., 2012, ETRA, DOI DOI 10.1145/2168556.2168582
[12]  
Bayles M. E., 2002, Conference Proceedings. Conference on Human Factors in Computing Systems. CHI 2002, P363, DOI 10.1145/503376.503441
[13]   Direct measurement of cognitive load in multimedia learning [J].
Brünken, R ;
Plass, JL ;
Leutner, D .
EDUCATIONAL PSYCHOLOGIST, 2003, 38 (01) :53-61
[14]  
Buettner Ricardo, 2013, KI 2013: Advances in Artificial Intelligence.36th Annual German Conference on AI. Proceedings: LNCS 8077, P37, DOI 10.1007/978-3-642-40942-4_4
[15]  
Burke M., 2004, In CHI'04 Extended Abstracts on Human Factors in Computing Systems, P1139, DOI DOI 10.1145/985921.986008
[16]   The use of Tholos software for combining measures of mental workload: Toward theoretical and methodological improvements [J].
Cegarra, Julien ;
Chevalier, Aline .
BEHAVIOR RESEARCH METHODS, 2008, 40 (04) :988-1000
[17]  
Chanquoy Lucile, 2007, the cognitive load: theories and applications
[18]  
Chen S., 2011, P 16 INT C INT US IN, P315, DOI 10.1145/1943403.1943454
[19]   Automatic classification of eye activity for cognitive load measurement with emotion interference [J].
Chen, Siyuan ;
Epps, Julien .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2013, 110 (02) :111-124
[20]   Web designers and web users: Influence of the ergonomic quality of the web site on the information search [J].
Chevalier, Aline ;
Kicka, Maud .
INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2006, 64 (10) :1031-1048