Avram M J, Shanks C A, Dykes M H, Ronai A K, Stiers W M
Anesth Analg. 1985 Jun;64(6):607-11.
Simple criteria were used to evaluate the statistical analyses in 243 articles from two American anesthesia journals published in the latter six months of 1981 and 1983. Eighty-two percent of the articles reported the use of control measures and 37% reported randomization of treatment, where they were possible. Data were classified as nominal, ordinal, or interval; as independent or related samples; as two-sample or more-than-two-sample cases. The descriptive, inferential, and correlative tests used were evaluated for appropriate application and primary errors were identified. Nine percent of the 722 descriptive statistics had major errors, most of which were a description of ordinal data as though they were interval. The incidence of erroneous applications of 394 inferential statistical tests was 78%. Nearly three-quarters of the 308 primary inferential statistical errors involved either use of a test for independent samples on related data (and vice versa) or multiple applications of an uncorrected test to the same data. Only 4% of the 113 statistics of association were considered erroneous, most because the method was not identified. No differences were detected in the incidence of errors in either experimental design or statistical analysis across time or across the two anesthesia journals. Fifteen percent of the 243 articles in both journals at both times were without major errors in statistical analysis. Recognition of potential sources of error should make it easier for investigators to use experimental designs and statistical analyses appropriate to their needs.
采用简单标准对1981年和1983年后六个月出版的两份美国麻醉学杂志上的243篇文章中的统计分析进行评估。82%的文章报告了对照措施的使用情况,37%的文章报告了在可行情况下治疗的随机分组情况。数据被分类为名义数据、有序数据或区间数据;分为独立样本或相关样本;分为两样本或多样本情况。对所使用的描述性、推断性和相关性检验进行了评估,以确定其应用是否恰当,并识别主要错误。722项描述性统计中有9%存在重大错误,其中大部分是将有序数据当作区间数据进行描述。394项推断性统计检验的错误应用发生率为78%。308项主要推断性统计错误中,近四分之三涉及对相关数据使用独立样本检验(反之亦然),或者对同一数据多次应用未经校正的检验。113项关联统计中只有4%被认为有误,大部分原因是未明确方法。在不同时间或两份麻醉学杂志之间,实验设计或统计分析中的错误发生率未发现差异。两份杂志在两个时间点的243篇文章中有15%在统计分析方面没有重大错误。认识到潜在的错误来源应使研究人员更容易采用适合其需求的实验设计和统计分析方法。