Metacognitive Judgments in Searching as Learning (SAL) Tasks: Insights on (Mis-) Calibration, Multimedia Usage, and Confidence

Johannes F. von Hoyer, Georg Pardi, Yvonne Kammerer, Peter Holtz
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引用次数: 14

Abstract

Metacognitive self-assessments of one's learning performance (calibration) are important elements of Searching as Learning (SAL) tasks. In this SAL study, N = 115 participants were asked to learn for up to 30 minutes about the formation of thunderstorms and lightning by using any suitable internet resources (including multimedia resources). Participants rated their performance in comparison to other participants (placement), estimated the percentage of correct answers (estimation), and indicated their confidence in the correctness of their answers (confidence) in a multiple-choice knowledge test that was filled in one week before (T1) and directly after (T2) the learning phase. Participants furthermore rated the 'familiarity' of terms that do or do not exist in the context of meteorology (overclaiming). Learners tended to underestimate their performance at T1 and there were indicators of a potential Dunning-Kruger effect. Overall, placement and estimation ratings tended to be more accurate at T2. Surprisingly, confidence ratings increased approximately equally for correct as well as incorrect answers. A propensity for overclaiming was positively correlated with most confidence measures and the amount of time learners spent on YouTube was correlated to lower confidence scores. Implications for the design of SAL tasks and SAL studies are discussed.
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搜索作为学习(SAL)任务中的元认知判断:对(错误)校准,多媒体使用和信心的见解
学习表现的元认知自我评价(校准)是搜索即学习任务的重要组成部分。在这项SAL研究中,N = 115名参与者被要求使用任何合适的互联网资源(包括多媒体资源)学习长达30分钟的雷暴和闪电的形成。参与者将自己的表现与其他参与者进行比较(放置),估计正确答案的百分比(估计),并在学习阶段前一周(T1)和后一周(T2)填写的多项选择知识测试中表明他们对答案正确性的信心(信心)。参与者进一步对气象学中存在或不存在的术语的“熟悉程度”进行了评级(夸大)。学习者倾向于低估他们在T1时的表现,并且有潜在的邓宁-克鲁格效应的指标。总的来说,在T2时,定位和估计评级往往更准确。令人惊讶的是,正确答案和错误答案的信心评级增长大致相同。过度要求的倾向与大多数自信测量呈正相关,学习者花在YouTube上的时间与较低的自信得分相关。讨论了SAL任务设计和SAL研究的意义。
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Investigating Correlations of Automatically Extracted Multimodal Features and Lecture Video Quality Metacognitive Judgments in Searching as Learning (SAL) Tasks: Insights on (Mis-) Calibration, Multimedia Usage, and Confidence Search Interfaces and Learning about Controversial Topics Proceedings of the 1st International Workshop on Search as Learning with Multimedia Information
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