结合生理数据和主观测量来研究复杂学习过程中的认知负荷

Charlotte Larmuseau, Pieter Vanneste, Jan Cornelis, P. Desmet, F. Depaepe
{"title":"结合生理数据和主观测量来研究复杂学习过程中的认知负荷","authors":"Charlotte Larmuseau, Pieter Vanneste, Jan Cornelis, P. Desmet, F. Depaepe","doi":"10.14786/FLR.V7I2.403","DOIUrl":null,"url":null,"abstract":"Cognitive load theory is one of the most influential theoretical explanations of cognitive processing during learning. Despite its success, attempts to assess cognitive load during learning have proven difficult. Therefore, in the current study, students’ self-reported cognitive load after the problem- solving process has been combined with measures of physiological data, namely, electrodermal activity (EDA) and skin temperature (ST) during the problem-solving process. Data was collected from 15 students during a high and low complex task about learning and teaching geometry. This study first investigated the differences between subjective and physiological data during the problem- solving process of a high and low complex task. Additionally, correlations between subjective and physiological data were examined. Finally, learning behavior that is retrieved from log-data, was related with EDA. Results reveal that the manipulation of task complexity was not reflected by physiological data. Nevertheless, when investigating individual differences, EDA seems to be related to mental effort.","PeriodicalId":37057,"journal":{"name":"Frontline Learning Research","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2019-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.14786/FLR.V7I2.403","citationCount":"25","resultStr":"{\"title\":\"Combining physiological data and subjective measurements to investigate cognitive load during complex learning\",\"authors\":\"Charlotte Larmuseau, Pieter Vanneste, Jan Cornelis, P. Desmet, F. Depaepe\",\"doi\":\"10.14786/FLR.V7I2.403\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Cognitive load theory is one of the most influential theoretical explanations of cognitive processing during learning. Despite its success, attempts to assess cognitive load during learning have proven difficult. Therefore, in the current study, students’ self-reported cognitive load after the problem- solving process has been combined with measures of physiological data, namely, electrodermal activity (EDA) and skin temperature (ST) during the problem-solving process. Data was collected from 15 students during a high and low complex task about learning and teaching geometry. This study first investigated the differences between subjective and physiological data during the problem- solving process of a high and low complex task. Additionally, correlations between subjective and physiological data were examined. Finally, learning behavior that is retrieved from log-data, was related with EDA. Results reveal that the manipulation of task complexity was not reflected by physiological data. Nevertheless, when investigating individual differences, EDA seems to be related to mental effort.\",\"PeriodicalId\":37057,\"journal\":{\"name\":\"Frontline Learning Research\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-05-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.14786/FLR.V7I2.403\",\"citationCount\":\"25\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Frontline Learning Research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.14786/FLR.V7I2.403\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontline Learning Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.14786/FLR.V7I2.403","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 25

摘要

认知负荷理论是对学习过程中认知加工最有影响的理论解释之一。尽管取得了成功,但在学习过程中评估认知负荷的尝试被证明是困难的。因此,在本研究中,学生在解决问题过程后自述的认知负荷与生理数据测量相结合,即解决问题过程中的皮肤电活动(EDA)和皮肤温度(ST)。数据收集了15名学生在学习和教授几何的高低复杂的任务。本研究首先考察了高、低复杂任务解题过程中主观数据和生理数据的差异。此外,主观和生理数据之间的相关性进行了检验。最后,从日志数据中检索的学习行为与EDA相关。结果表明,任务复杂性的操纵并没有反映在生理数据上。然而,在调查个体差异时,EDA似乎与精神努力有关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Combining physiological data and subjective measurements to investigate cognitive load during complex learning
Cognitive load theory is one of the most influential theoretical explanations of cognitive processing during learning. Despite its success, attempts to assess cognitive load during learning have proven difficult. Therefore, in the current study, students’ self-reported cognitive load after the problem- solving process has been combined with measures of physiological data, namely, electrodermal activity (EDA) and skin temperature (ST) during the problem-solving process. Data was collected from 15 students during a high and low complex task about learning and teaching geometry. This study first investigated the differences between subjective and physiological data during the problem- solving process of a high and low complex task. Additionally, correlations between subjective and physiological data were examined. Finally, learning behavior that is retrieved from log-data, was related with EDA. Results reveal that the manipulation of task complexity was not reflected by physiological data. Nevertheless, when investigating individual differences, EDA seems to be related to mental effort.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Frontline Learning Research
Frontline Learning Research Social Sciences-Education
CiteScore
5.50
自引率
0.00%
发文量
6
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信