Am J Epidemiol. 2023 Jan 6;192(1):93-101. doi: 10.1093/aje/kwac159.
Cognitive screening tests such as the Mini-Mental State Examination are widely used in clinical routine to predict cognitive impairment. The raw test scores are often corrected for age and education, although documented poorer discrimination performance of corrected scores has challenged this practice. Nonetheless, test correction persists, perhaps due to the seemingly counterintuitive nature of the underlying problem. We used a causal framework to inform the long-standing debate from a more intuitive angle. We illustrate and quantify the consequences of applying the age-education correction of cognitive tests on discrimination performance. In an effort to bridge theory and practical implementation, we computed differences in discrimination performance under plausible causal scenarios using Open Access Series of Imaging Studies (OASIS)-1 data. We show that when age and education are causal risk factors for cognitive impairment and independently also affect the test score, correcting test scores for age and education removes meaningful information, thereby diminishing discrimination performance.
认知筛查测试,如 Mini-Mental State Examination,在临床常规中被广泛用于预测认知障碍。原始测试分数通常会根据年龄和教育程度进行校正,但校正后的分数的记录较差的辨别性能挑战了这一做法。尽管如此,测试校正仍然存在,也许是由于潜在问题的表面上违反直觉的性质。我们使用因果框架从更直观的角度为长期存在的争论提供信息。我们说明了并量化了在认知测试上应用年龄-教育校正对辨别性能的影响。为了弥合理论和实际实施之间的差距,我们使用开放获取影像学研究系列(OASIS-1)的数据计算了在合理的因果情景下辨别性能的差异。我们表明,当年龄和教育是认知障碍的因果风险因素,并且独立地也影响测试分数时,对年龄和教育进行校正会消除有意义的信息,从而降低辨别性能。