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全国阿尔茨海默病数据库研究中的匹配方法、稀疏效应及局限性的研究

Examination of Matching Methods, Sparse Effects, and Limitations in a Nationwide Database Study on Alzheimer's Disease.

机构信息

Department of Research, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City, Taiwan.

出版信息

J Alzheimers Dis. 2023;96(1):73-75. doi: 10.3233/JAD-230701.

Abstract

Akada et al. conducted a nationwide database study on patients with Alzheimer's disease, examining risk factors and outcomes over 3 years. A significant association emerged between decreased daily activities and hip fractures. However, the odds ratio was 1.95 (with p = 0.020) may be inaccurate in men, considering the wide 95% confidence interval (1.12-3.51). Possible influencing factors include an inappropriate outcome variable, sparse-data bias, collinear covariates, and comorbidities. Moreover, exact propensity-score matching would be more efficient than nested matching. Limitations include potential recall bias in measuring daily activities and limited applicability of cause-effect relationships in a national database study.

摘要

赤田等人对患有老年痴呆症的患者进行了一项全国性的数据库研究,研究了 3 年内的风险因素和结果。发现日常活动减少与髋部骨折之间存在显著关联。然而,对于男性来说,1.95 的优势比(p=0.020)可能不准确,因为其 95%置信区间很宽(1.12-3.51)。可能的影响因素包括不合适的结果变量、稀疏数据偏差、共线性协变量和合并症。此外,精确的倾向评分匹配将比嵌套匹配更有效。局限性包括在测量日常活动时可能存在回忆偏倚,以及在全国性数据库研究中因果关系的适用性有限。

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