Measuring cognitive load: performance, mental effort and simulation task complexity

被引:87
作者
Haji, Faizal A. [1 ,2 ,3 ]
Rojas, David [1 ,2 ]
Childs, Ruth [4 ]
de Ribaupierre, Sandrine [3 ]
Dubrowski, Adam [5 ]
机构
[1] Univ Toronto, Wilson Ctr, Fac Med, Toronto, ON M5G 2C4, Canada
[2] Hosp Sick Children, SickKids Learning Inst, Toronto, ON M5G 1X8, Canada
[3] Univ Western Ontario, Dept Clin Neurol Sci, London, ON, Canada
[4] Univ Toronto, Ontario Inst Studies Educ, Dept Leadership Higher & Adult Educ, Toronto, ON M5G 2C4, Canada
[5] Mem Univ Newfoundland, Div Emergency Med, St John, NF, Canada
关键词
MEDICAL-EDUCATION; INSTRUCTIONAL-DESIGN; DELIBERATE PRACTICE; RESEARCH AGENDA; WORKING-MEMORY; SURGICAL SKILL; AUTOMATICITY; METAANALYSIS; WORKLOAD; VALIDITY;
D O I
10.1111/medu.12773
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
ContextInterest in applying cognitive load theory in health care simulation is growing. This line of inquiry requires measures that are sensitive to changes in cognitive load arising from different instructional designs. Recently, mental effort ratings and secondary task performance have shown promise as measures of cognitive load in health care simulation. ObjectivesWe investigate the sensitivity of these measures to predicted differences in intrinsic load arising from variations in task complexity and learner expertise during simulation-based surgical skills training. MethodsWe randomly assigned 28 novice medical students to simulation training on a simple or complex surgical knot-tying task. Participants completed 13 practice trials, interspersed with computer-based video instruction. On trials 1, 5, 9 and 13, knot-tying performance was assessed using time and movement efficiency measures, and cognitive load was assessed using subjective rating of mental effort (SRME) and simple reaction time (SRT) on a vibrotactile stimulus-monitoring secondary task. ResultsSignificant improvements in knot-tying performance (F-(1.04,F-24.95)=41.1, p<0.001 for movements; F-(1.04,F-25.90)=49.9, p<0.001 for time) and reduced cognitive load (F-(2.3,F-58.5)=57.7, p<0.001 for SRME; F-(1.8,F-47.3)=10.5, p<0.001 for SRT) were observed in both groups during training. The simple-task group demonstrated superior knot tying (F-(1,F-24)=5.2, p=0.031 for movements; F-(1,F-24)=6.5, p=0.017 for time) and a faster decline in SRME over the first five trials (F-(1,F-26)= 6.45, p=0.017) compared with their peers. Although SRT followed a similar pattern, group differences were not statistically significant. ConclusionsBoth secondary task performance and mental effort ratings are sensitive to changes in intrinsic load among novices engaged in simulation-based learning. These measures can be used to track cognitive load during skills training. Mental effort ratings are also sensitive to small differences in intrinsic load arising from variations in the physical complexity of a simulation task. The complementary nature of these subjective and objective measures suggests their combined use is advantageous in simulation instructional design research. Discuss ideas arising from the article at discuss.
引用
收藏
页码:815 / 827
页数:13
相关论文
共 63 条
[1]  
[Anonymous], 1967, Human Performance
[2]  
[Anonymous], 2014, Medical Education
[3]   Using subjective measures to detect variations of intrinsic cognitive load within problems [J].
Ayres, Paul .
LEARNING AND INSTRUCTION, 2006, 16 (05) :389-400
[4]   Managing cognitive load - recent trends in cognitive load theory [J].
Bannert, M .
LEARNING AND INSTRUCTION, 2002, 12 (01) :139-146
[5]   Direct measurement of cognitive load in multimedia learning [J].
Brünken, R ;
Plass, JL ;
Leutner, D .
EDUCATIONAL PSYCHOLOGIST, 2003, 38 (01) :53-61
[6]   Assessment of cognitive load in multimedia learning using dual-task methodology [J].
Brünken, R ;
Steinbacher, S ;
Plass, JL ;
Leutner, D .
EXPERIMENTAL PSYCHOLOGY, 2002, 49 (02) :109-119
[7]   Computer-assisted assessment of one-handed knot tying skills performed within various contexts: a construct validity study [J].
Brydges, Ryan ;
Classen, Roger ;
Larmer, James ;
Xeroulis, George ;
Dubrowski, Adam .
AMERICAN JOURNAL OF SURGERY, 2006, 192 (01) :109-113
[8]  
Carswell C Melody, 2005, Surg Innov, V12, P80, DOI 10.1177/155335060501200112
[9]   Effects of the Physical Environment on Cognitive Load and Learning: Towards a New Model of Cognitive Load [J].
Choi, Hwan-Hee ;
van Merrienboer, Jeroen J. G. ;
Paas, Fred .
EDUCATIONAL PSYCHOLOGY REVIEW, 2014, 26 (02) :225-244
[10]   Explaining the split-attention effect: Is the reduction of extraneous cognitive load accompanied by an increase in germane cognitive load? [J].
Cierniak, Gabriele ;
Scheiter, Katharina ;
Gerjets, Peter .
COMPUTERS IN HUMAN BEHAVIOR, 2009, 25 (02) :315-324