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[对《临床医学》杂志在30年期间(1962 - 1992年)发表的原创文章中统计技术使用情况的评估]

[Evaluation of the use of statistical techniques in original articles published in the Medicina Clínica during 3 decades (1962-1992)].

作者信息

González J C, Pulido M, Sanz F

机构信息

Departament d'Informàtica Mèdica i Docència, Institut Municipal d'Investigació Mèdica (IMIM), Barcelona.

出版信息

Med Clin (Barc). 1995 Apr 1;104(12):448-52.

PMID:7739280
Abstract

BACKGROUND

The incorrect use of statistical techniques in medical articles may seriously compromise the validity of conclusions. This finding otherwise is relatively common.

METHODS

A total of 84 original articles published in Medicina Clínica between 1962 and 1992 were reviewed with the aim of assessing the use and appropriateness of statistical techniques. The use of statistics, the quality of the analyses performed, and the inaccuracy of the statistical techniques used were evaluated. We also classified the statistical techniques most commonly used throughout the study period.

RESULTS

There was a marked increase in the use of statistical analyses, from 8.3% in 1962 to 83.3% in 1992. It should be noted that a substantial part of this increase has been due to the use of inferential tests, which accounted up to 70% in the sample of articles published in 1992. This finding, however, was associated with an increase in the number of incorrect analyses. The most common statistical errors included assumption of normal distribution of data (with no mention of the test used to confirm this fact), mistake between standard deviation and standard error of the mean, inadequate inferences on the basis of the sample size, inappropriate use of the Student's t test, chi-square test, nonparametric tests or multivariate analyses as well as misunderstanding of linear regression and correlation.

CONCLUSIONS

High standards in scientific research have been accompanied by a significant increase in the number of clinical studies with statistical analysis of data. However, this apparently favorable situation has been associated with an increase in the number of inaccurate analyses. It has been found that sophisticated statistical tests are rarely used in articles published in Medicina Clínica.

摘要

背景

医学文章中统计技术的错误使用可能会严重损害结论的有效性。否则,这一发现相对常见。

方法

回顾了1962年至1992年发表在《临床医学》上的84篇原创文章,旨在评估统计技术的使用情况和适用性。评估了统计方法的使用、所进行分析的质量以及所用统计技术的不准确之处。我们还对整个研究期间最常用的统计技术进行了分类。

结果

统计分析的使用有显著增加,从1962年的8.3%增至1992年的83.3%。应当指出,这种增加的很大一部分归因于推断性检验的使用,在1992年发表的文章样本中,这一比例高达70%。然而,这一发现与错误分析数量的增加有关。最常见的统计错误包括假设数据呈正态分布(未提及用于证实这一事实的检验)、标准差与均值标准误差之间的混淆、基于样本量的不充分推断、不恰当地使用学生t检验、卡方检验、非参数检验或多变量分析以及对线性回归和相关性的误解。

结论

科研的高标准伴随着对数据进行统计分析的临床研究数量的显著增加。然而,这种表面上有利的情况却与不准确分析数量的增加有关。已发现,《临床医学》发表的文章中很少使用复杂的统计检验。

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