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教育多媒体设计原则影响功能性脑网络中的局部和全局信息处理。

Educational multimedia design principles affect local and global information processing in functional brain networks.

作者信息

Ostadi Mohammadhossein, Golmohamadian Masoumeh, Bosaghzadeh Alireza, Amiri S Hamid, Ebrahimpour Reza

机构信息

Department of Electrical Engineering, Sharif University of Technology, Tehran, Iran.

School of Cognitive Sciences (SCS), Institute for Research in Fundamental Science (IPM), Tehran, Iran.

出版信息

Sci Rep. 2025 Jul 2;15(1):23148. doi: 10.1038/s41598-025-08611-0.

Abstract

Educational multimedia has become increasingly important in modern learning environments because of its cost-effectiveness and its ability to overcome the temporal and spatial constraints of traditional methods. However, the complex cognitive processes involved in multimedia learning present challenges for understanding its neural mechanisms. This study employs network neuroscience to investigate how multimedia design principles influence the underlying neural mechanisms by examining interactions among various brain regions. Two distinct multimedia programs were constructed using identical auditory content but differing visual designs: one adhered to five guidelines for optimizing multimedia instruction, referred to as principal multimedia, while the other intentionally violated these guidelines, referred to as non-principal multimedia. Cortical functional brain networks were then extracted from EEG data to evaluate local and global information processing across the two conditions. Network measurements revealed that principal networks exhibited more efficient local information processing, whereas non-principal networks demonstrated enhanced global information processing and hub formation. Network modularity analysis also indicated two distinct modular organizations, with modules in non-principal networks displaying higher integration and lower segregation than those in principal networks, aligning with initial findings. These findings suggest that the brain may employ compensatory mechanisms to support learning and manage cognitive load despite less effective instructional designs.

摘要

由于其成本效益以及克服传统方法时空限制的能力,教育多媒体在现代学习环境中变得越来越重要。然而,多媒体学习中涉及的复杂认知过程给理解其神经机制带来了挑战。本研究采用网络神经科学,通过检查不同脑区之间的相互作用来研究多媒体设计原则如何影响潜在的神经机制。使用相同的听觉内容但不同的视觉设计构建了两个不同的多媒体程序:一个遵循优化多媒体教学的五条指导原则,称为主要多媒体,而另一个故意违反这些原则,称为非主要多媒体。然后从脑电图数据中提取皮质功能脑网络,以评估两种情况下的局部和全局信息处理。网络测量显示,主要网络表现出更高效的局部信息处理,而非主要网络则表现出增强的全局信息处理和枢纽形成。网络模块化分析还表明了两种不同的模块化组织,非主要网络中的模块比主要网络中的模块显示出更高的整合度和更低的分离度,这与最初的发现一致。这些发现表明,尽管教学设计效果较差,但大脑可能会采用补偿机制来支持学习并管理认知负荷。

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