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重新思考预训练:对具有不同先验知识的学习者的认知负荷影响。

Rethinking pre-training: cognitive load implications for learners with varying prior knowledge.

作者信息

Gorbunova Anna, Kapuza Anastasiia, Chen Ouhao, Costley Jamie

机构信息

HSE University, Moscow, Russia.

School of Education, Faculty of Social Sciences, University of Leeds, Leeds, United Kingdom.

出版信息

Front Psychol. 2025 Aug 7;16:1628047. doi: 10.3389/fpsyg.2025.1628047. eCollection 2025.

Abstract

This study examines how prior knowledge and pre-training relate to cognitive load during problem-solving. Grounded in cognitive load theory, it investigates whether pre-training facilitates learning by reducing cognitive load or imposes redundant information for learners with higher prior knowledge. In an experiment with 136 university students, pre-training was implemented through concept maps and a glossary introducing essential terms and procedures before problem-solving. Results revealed that learners with higher prior knowledge experienced lower intrinsic and extraneous load and higher germane load during problem-solving compared to learners with lower prior knowledge, suggesting enhanced schema refinement rather than redundancy. Pre-training consistently reduced extraneous load across all learners, including those with higher prior knowledge, challenging the expected expertise reversal effect. While learners with lower prior knowledge did not show significant reductions in intrinsic load, they benefited from decreased extraneous load during problem-solving. These findings highlight the value of pre-training as an instructional strategy and underscore the importance of aligning instructional design with learners' existing knowledge.

摘要

本研究考察了先验知识和预训练与问题解决过程中的认知负荷之间的关系。基于认知负荷理论,本研究调查了预训练是通过降低认知负荷来促进学习,还是会给具有较高先验知识的学习者带来冗余信息。在一项针对136名大学生的实验中,通过概念图和词汇表进行预训练,在解决问题之前介绍基本术语和程序。结果显示,与先验知识较低的学习者相比,先验知识较高的学习者在解决问题过程中经历的内在负荷和外在负荷较低,而相关负荷较高,这表明其图式得到了强化而非冗余。预训练始终降低了所有学习者(包括先验知识较高的学习者)的外在负荷,这对预期的专长反转效应提出了挑战。虽然先验知识较低的学习者的内在负荷没有显著降低,但他们在解决问题过程中受益于外在负荷的减少。这些发现凸显了预训练作为一种教学策略的价值,并强调了教学设计与学习者现有知识相匹配的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2608/12367772/e47317c2da94/fpsyg-16-1628047-g001.jpg

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