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利用项目得分和反应时间检测计算机自适应测试中的项目泄露

Using Item Scores and Response Times to Detect Item Compromise in Computerized Adaptive Testing.

作者信息

Lee Chansoon, Gorney Kylie, Chen Jianshen

机构信息

American Board of Internal Medicine, Philadelphia, PA, USA.

Michigan State University, East Lansing, MI, USA.

出版信息

Educ Psychol Meas. 2025 Sep 14:00131644251368335. doi: 10.1177/00131644251368335.

DOI:10.1177/00131644251368335
PMID:40959735
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12433998/
Abstract

Sequential procedures have been shown to be effective methods for real-time detection of compromised items in computerized adaptive testing. In this study, we propose three item response theory-based sequential procedures that involve the use of item scores and response times (RTs). The first procedure requires that either the score-based statistic or the RT-based statistic be extreme, the second procedure requires that both the score-based statistic and the RT-based statistic be extreme, and the third procedure requires that a combined score and RT-based statistic be extreme. Results suggest that the third procedure is the most promising, providing a reasonable balance between the false-positive rate and the true-positive rate while also producing relatively short lag times across a wide range of simulation conditions.

摘要

序贯程序已被证明是在计算机自适应测试中实时检测受损项目的有效方法。在本研究中,我们提出了三种基于项目反应理论的序贯程序,这些程序涉及使用项目得分和反应时间(RTs)。第一种程序要求基于得分的统计量或基于反应时间的统计量是极端的,第二种程序要求基于得分的统计量和基于反应时间的统计量都是极端的,第三种程序要求基于得分和反应时间的组合统计量是极端的。结果表明,第三种程序最有前景,在误报率和真阳性率之间提供了合理的平衡,同时在广泛的模拟条件下也产生了相对较短的延迟时间。

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本文引用的文献

1
Compromised item detection: A Bayesian change-point perspective.有瑕疵项目检测:贝叶斯变点视角。
Br J Math Stat Psychol. 2023 Feb;76(1):131-153. doi: 10.1111/bmsp.12286. Epub 2022 Sep 7.
2
Sequential Generalized Likelihood Ratio Tests for Online Item Monitoring.用于在线项目监测的序贯广义似然比检验
Psychometrika. 2023 Jun;88(2):672-696. doi: 10.1007/s11336-022-09871-9. Epub 2022 Jun 4.
3
The use of item scores and response times to detect examinees who may have benefited from item preknowledge.利用项目得分和反应时间来检测可能从项目先验知识中受益的考生。
Br J Math Stat Psychol. 2020 Nov;73(3):397-419. doi: 10.1111/bmsp.12187. Epub 2019 Aug 16.
4
Sequential Detection of Compromised Items Using Response Times in Computerized Adaptive Testing.基于反应时的计算机化自适应测验中项目功能丧失的连续检测。
Psychometrika. 2018 Sep;83(3):650-673. doi: 10.1007/s11336-017-9596-3. Epub 2017 Nov 22.