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Cognitive load and instructionally supported learning with provided and learner-generated visualizations

机译:提供的,由学习者生成的可视化结果,认知负荷和指导性学习

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This study investigated, whether learning from science texts can be enhanced by providing learners with different forms of visualizations (pictures) in addition to text. One-hundred-two 9th and 10th graders read a computer-based text on chemical processes of washing and answered questions on cognitive load (mental effort, perceived difficulty) and comprehension (retention, transfer, drawing). Instruction varied according to a 2 × 2-factorial design with 'learner-generated pictures' (yes, no) and 'provided pictures' (yes, no) as factors. Results indicate positive main effects of provided pictures on all three comprehension measures and negative main effects on both cognitive load measures. Additional analyses revealed a mediation effect of perceived difficulty on retention and transfer, that is learning with provided pictures decreased cognitive load and enhanced comprehension. Furthermore, results show a positive main effect of learner-generated pictures on drawing and mental effort, but no mediation effect. Taken together, computer-based learning with provided pictures enhances comprehension as it seems to promote active processing while reducing extraneous cognitive processing. Learners, generating pictures, however, seem to have less cognitive resources available for essential and generative processing, resulting in reduced comprehension. These results are in line with cognitive load theory, cognitive theories of multimedia learning, and generative theories of learning.
机译:这项研究调查了是否可以通过为学习者提供除文本之外的其他形式的可视化(图片)来增强从科学课本中学习的能力。一百二十二名十年级和十年级的学生阅读了有关洗涤化学过程的计算机文字,并回答了有关认知负荷(精神努力,感知的困难)和理解力(保持,转移,绘画)的问题。指令根据“学习者生成的图片”(是,否)和“提供的图片”(是,否)作为因素的2×2因子设计而变化。结果表明所提供图片对所有三种理解措施的正面积极作用,对两种认知负荷措施的负面主要作用。其他分析揭示了感知困难对保留和转移的中介作用,即通过提供图片减少认知负担和增强理解力来学习。此外,结果显示,学习者生成的图片对绘画和脑力劳动有积极的主要影响,但没有中介作用。综上所述,基于计算机的学习和提供的图片可以增强理解能力,因为它似乎可以促进主动处理,同时减少无关的认知处理。然而,生成图片的学习者似乎缺乏用于基本和生成处理的认知资源,导致理解力下降。这些结果与认知负荷理论,多媒体学习的认知理论以及学习的生成理论相一致。

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