False certainty as an unwanted side effect of knowledge acquisition in computer-based online search and content learning

IF 8.9 1区 教育学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers & Education Pub Date : 2023-09-20 DOI:10.1016/j.compedu.2023.104930
Johannes F. von Hoyer , Joachim Kimmerle , Ulrike Cress , Peter Holtz
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Abstract

Previous research has shown that learners’ subjective certainty in the assumed correctness of their false answers to a knowledge test increased after online learning. It is unclear, however, 1) whether this False Certainty Effect (FaCE) results from online learning per se, or 2) whether a FaCE results from people confusing their own knowledge with information available on the internet while searching the internet, and 3) whether any topic-directed activity can result in a FaCE, even if it is not obviously topic related. We conducted two computer-based experiments to answer these questions. In Experiment 1, participants (N = 135) were randomly assigned to either an online-search learning condition, a computer-based content-learning condition with pre-selected learning material, or a computer-based topic-exploration condition with no learning-relevant information. Across all conditions, there was an increase in false certainty after the activity. The FaCE was equally strong in the two learning conditions (online search and content learning) and minimal in the non-learning condition. In Experiment 2 (N = 87), we replicated the FaCE for a learning activity with pre-selected materials but did not find a spill-over effect to an unrelated topic. These results indicate that the FaCE is primarily an unwanted side effect of the knowledge acquisition that arises from brief computer-based learning activities.

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虚假确定性是基于计算机的在线搜索和内容学习中知识获取的不良副作用
先前的研究表明,在线学习后,学习者对知识测试错误答案假设正确性的主观确定性增加。然而,目前尚不清楚1)这种虚假确定性效应(FaCE)是否源于在线学习本身,或2)FaCE是否源于人们在搜索互联网时将自己的知识与互联网上可用的信息混淆,以及3)任何主题导向的活动是否会导致FaCE,即使它显然与主题无关。我们进行了两个基于计算机的实验来回答这些问题。在实验1中,参与者(N=135)被随机分配到在线搜索学习条件、具有预先选择的学习材料的基于计算机的内容学习条件或不具有学习相关信息的基于计算机主题探索条件。在所有情况下,活动后的虚假确定性都有所增加。FaCE在两种学习条件(在线搜索和内容学习)下同样强大,在非学习条件下最小。在实验2中(N=87),我们用预先选择的材料复制了学习活动的FaCE,但没有发现对无关主题的溢出效应。这些结果表明,FaCE主要是由简短的基于计算机的学习活动引起的知识获取的不必要的副作用。
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来源期刊
Computers & Education
Computers & Education 工程技术-计算机:跨学科应用
CiteScore
27.10
自引率
5.80%
发文量
204
审稿时长
42 days
期刊介绍: Computers & Education seeks to advance understanding of how digital technology can improve education by publishing high-quality research that expands both theory and practice. The journal welcomes research papers exploring the pedagogical applications of digital technology, with a focus broad enough to appeal to the wider education community.
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