方法对比
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| SIBTEST× | 认知诊断计算机化自适应测试× | DINO模型× | |
|---|---|---|---|
| 领域 | 心理测量学 | 心理测量学 | 心理测量学 |
| 方法族 | Latent structure | Latent structure | Latent structure |
| 起源年份≠ | 1993 | 2007 | 2006 |
| 提出者≠ | Richard Shealy, William F. Stout | Xueli Xu, Jean-Paul Fox | James Templin, Russell Henson |
| 类型≠ | Differential item functioning (DIF) assessment | Skill-adaptive testing with psychometric diagnostic classification | Disjunctive latent class model |
| 开创性文献≠ | Shealy, R., & Stout, W. F. (1993). A model-based standardization approach that separates true bias/DIF from group differences and detects test bias/DTF. Psychometrika, 58(2), 159-194. DOI ↗ | Choi, K. M., Lee, Y. S., & Park, Y. S. (2015). What CDM can tell about examinees' strengths and weaknesses: Cognitive diagnostic information in TIMSS. Journal of Educational Evaluation for Policy Analysis, 24(1), 79-100. link ↗ | Templin, J., & Henson, R. A. (2006). Measurement of psychological disorders using cognitive diagnosis models. Psychological Methods, 11(3), 287-305. DOI ↗ |
| 别名≠ | — | CD-CAT | DINO |
| 相关≠ | 5 | 5 | 4 |
| 摘要≠ | SIBTEST (Simultaneous Item Bias Test) is a non-parametric method for detecting differential item functioning (DIF) and differential test functioning (DTF) developed by Shealy and Stout (1993). Unlike parametric approaches, SIBTEST does not assume a particular item response model and directly tests whether groups differ in their probability of correct responses at equal levels of overall ability. | Cognitive Diagnostic Computerized Adaptive Testing (CD-CAT) combines computerized adaptive testing (CAT) with cognitive diagnostic models (CDMs) to efficiently assess students' specific skill profiles. Rather than producing a single overall ability score, CD-CAT adaptively selects items to quickly identify which skills a student has mastered and which need development. | The DINO Model (Deterministic Inputs, Noisy Outputs—Disjunctive) is a cognitive diagnostic model that relaxes DINA's conjunctive (AND) skill requirement logic. DINO assumes an examinee only needs to master one of multiple possible skill pathways to answer an item correctly, making it suitable for scenarios where skills are substitutable or alternative routes to success exist. |
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