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有序回归模型和线性回归模型优于逻辑回归模型。

Ordinal regression model and the linear regression model were superior to the logistic regression models.

作者信息

Norris Colleen M, Ghali William A, Saunders L Duncan, Brant Rollin, Galbraith Diane, Faris Peter, Knudtson Merril L

机构信息

Faculty of Nursing, University of Alberta, Edmonton, Alberta, Canada.

出版信息

J Clin Epidemiol. 2006 May;59(5):448-56. doi: 10.1016/j.jclinepi.2005.09.007. Epub 2006 Mar 14.

Abstract

OBJECTIVE

Ordinal scales often generate scores with skewed data distributions. The optimal method of analyzing such data is not entirely clear. The objective was to compare four statistical multivariable strategies for analyzing skewed health-related quality of life (HRQOL) outcome data. HRQOL data were collected at 1 year following catheterization using the Seattle Angina Questionnaire (SAQ), a disease-specific quality of life and symptom rating scale.

STUDY DESIGN AND SETTING

In this methodological study, four regression models were constructed. The first model used linear regression. The second and third models used logistic regression with two different cutpoints and the fourth model used ordinal regression. To compare the results of these four models, odds ratios, 95% confidence intervals, and 95% confidence interval widths (i.e., ratios of upper to lower confidence interval endpoints) were assessed.

RESULTS

Relative to the two logistic regression analysis, the linear regression model and the ordinal regression model produced more stable parameter estimates with smaller confidence interval widths.

CONCLUSION

A combination of analysis results from both of these models (adjusted SAQ scores and odds ratios) provides the most comprehensive interpretation of the data.

摘要

目的

序数量表常常生成具有数据分布偏态的分数。分析此类数据的最佳方法尚不完全明确。目的是比较四种统计多变量策略,用于分析偏态的健康相关生活质量(HRQOL)结局数据。使用西雅图心绞痛问卷(SAQ)在导管插入术后1年收集HRQOL数据,SAQ是一种特定疾病的生活质量和症状评定量表。

研究设计与设置

在这项方法学研究中,构建了四个回归模型。第一个模型使用线性回归。第二个和第三个模型使用具有两个不同切点的逻辑回归,第四个模型使用有序回归。为了比较这四个模型的结果,评估了比值比、95%置信区间和95%置信区间宽度(即置信区间上限与下限端点的比值)。

结果

相对于两个逻辑回归分析,线性回归模型和有序回归模型产生了更稳定的参数估计,置信区间宽度更小。

结论

这两个模型的分析结果(调整后的SAQ分数和比值比)相结合,能对数据进行最全面的解读。

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