STEM 教育中的人工智能:教师认知与 ChatGPT 使用之间的关系

IF 4.9 Q1 PSYCHOLOGY, EXPERIMENTAL Computers in human behavior reports Pub Date : 2024-09-28 DOI:10.1016/j.chbr.2024.100494
Maik Beege, Christopher Hug, Josef Nerb
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引用次数: 0

摘要

近年来,人工智能的快速发展在教育领域引发了众多讨论,因为它带来了众多机遇,同时也带来了挑战。本研究探讨了人工智能可能成为用于不同目的的相关工具的一种情况:德国中学教育。因此,本研究探讨了德国中学教育中的 STEM 教师对 ChatGPT 的益处和风险的评估程度,以及这对未来在教育环境中使用人工智能的影响。作为问卷调查的一部分,我们对 102 名 STEM 教师进行了调查。根据研究人员和政治机构的分类,通过调查问卷记录了 ChatGPT 当前和未来的使用情况以及各种教师变量。使用路径模型探讨了变量之间的关系,并就影响启发式、感知风险和收益以及对教学质量的影响提出了假设。总体而言,人工智能的使用仍然相对较少,但与目前的使用情况相比,未来的使用预期较高。结果进一步显示,ChatGPT 的感知能力和益处对使用和使用意向有积极影响。感知到的风险和担忧对 ChatGPT 在课堂上的实用性没有显著影响,这表明尽管存在潜在的担忧和感知到的风险,STEM 教师仍在课堂上使用人工智能。此外,感知到的益处和风险呈负相关,表明教师在判断人工智能技术在课堂中的实用性时依赖于情感启发式。
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AI in STEM education: The relationship between teacher perceptions and ChatGPT use
The rapid development of AI in the recent years has triggered numerous discussions in the education sector since it offers numerous opportunities, but also challenges. This study addresses one context in which AI might become a relevant tool for different purposes: German secondary education. This study therefore examines the extent to which STEM teachers in German secondary education assess the benefits but also the risks of ChatGPT and how this influences the future use of AI in an educational context. As part of a questionnaire study, 102 STEM teachers were investigated. The current and future use of ChatGPT and various teacher variables were recorded with questionnaires based on classifications of researchers as well as political institutions. Relationships between the variables were explored using a path model investigating hypotheses regarding the affect heuristic, perceived risks and benefits as well as effects on teaching quality. In general, AI is still used relatively rarely, but future usage expectations are high compared to current usage. Results further revealed that perceived competence and benefits of ChatGPT have a positive influence on the use and intention to use it. Perceived risks and concerns have no significant influence on the usefulness of ChatGPT in the classroom, indicating that STEM teachers use AI in the classroom despite potential concerns and perceived risks. Additionally, perceived benefits and risks are negatively associated with each other, indicating that teachers rely on an affect heuristic when judging the usefulness of AI technology in the classroom.
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