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首页> 外文期刊>Frontiers in Psychology >Undergraduate Students’ Critical Online Reasoning—Process Mining Analysis
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Undergraduate Students’ Critical Online Reasoning—Process Mining Analysis

机译:本科生的关键在线推理 - 流程挖掘分析

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To successfully learn using open Internet resources, students must be able to critically search, evaluate and select online information , and verify sources. Defined as critical online reasoning (COR), this construct is operationalized on two levels in our study: (1) the student level using the newly developed Critical Online Reasoning Assessment (CORA), and (2) the online information processing level using event log data, including gaze durations and fixations. The written responses of 32 students for one CORA task were scored by three independent raters. The resulting score was operationalized as “task performance,” whereas the gaze fixations and durations were defined as indicators of “process performance.” Following a person-oriented approach, we conducted a process mining (PM) analysis, as well as a latent class analysis (LCA) to test whether—following the dual-process theory—the undergraduates could be distinguished into two groups based on both their process and task performance. Using PM, the process performance of all 32 students was visualized and compared, indicating two distinct response process patterns. One group of students (11), defined as “strategic information processers,” processed online information more comprehensively, as well as more efficiently, which was also reflected in their higher task scores. In contrast, the distributions of the process performance variables for the other group (21), defined as “avoidance information processers,” indicated a poorer process performance, which was also reflected in their lower task scores. In the LCA, where two student groups were empirically distinguished by combining the process performance indicators and the task score as a joint discriminant criterion, we confirmed these two COR profiles, which were reflected in high vs. low process and task performances. The estimated parameters indicated that high-performing students were significantly more efficient at conducting strategic information processing, as reflected in their higher process performance. These findings are so far based on quantitative analyses using event log data. To enable a more differentiated analysis of students’ visual attention dynamics, more in-depth qualitative research of the identified student profiles in terms of COR will be required.
机译:要成功学习使用Open Internet资源,学生必须能够批判性地搜索,评估和选择在线信息,并验证源。定义为关键的在线推理(COR),此构建体在我们研究中的两个级别运行:(1)学生级别使用新开发的关键在线推理评估(Cora),以及(2)使用事件日志的在线信息处理级别数据,包括凝视持续时间和固定。三名独立评估者评分32名学生的书面答复。得到的分数是作为“任务性能”的评分,而凝视固定和持续时间被定义为“流程性能”指标。遵循以人为本的方法,我们进行了一个过程挖掘(PM)分析,以及潜在的类分析(LCA),以测试在双程理论之后是否可以基于其两组分为两组流程和任务性能。使用PM,所有32名学生的过程性能都被可视化并进行了比较,表明两个不同的响应过程模式。一组学生(11)被定义为“战略信息加工商”,更全面地处理在线信息,以及更有效地处理在线信息,这也反映在其更高的任务分数中。相反,将其他组(21)的过程性能变量的分布定义为“避免信息处理器”表示较差的过程性能,这也反映在其较低的任务分数中。在LCA中,通过将过程绩效指标和任务分数与联合判别标准组合,我们经验统一地区分了两个学生团体,我们确认了这两种核心概况,其在高与低过程和任务表现中反映。估计的参数表明,在其更高的过程性能方面反映,高性能的学生在进行战略信息处理时显着更有效。到目前为止,这些发现基于使用事件日志数据的定量分析。为了实现对学生的视觉注意力的更差异化分析,需要在核心方面对所确定的学生概况进行更多的深入定性研究。

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