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Statistical Primer for Athletic Trainers: Understanding the Role of Statistical Power in Comparative Athletic Training Research

机译:体育教练的统计入门:了解统计力量在比较体育训练研究中的作用

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Objective: To describe the concept of statistical power as related to comparative interventions and how various factors, including sample size, affect statistical power. Background: Having a sufficiently sized sample for a study is necessary for an investigation to demonstrate that an effective treatment is statistically superior. Many researchers fail to conduct and report a priori sample-size estimates, which then makes it difficult to interpret nonsignificant results and causes the clinician to question the planning of the research design. Description: Statistical power is the probability of statistically detecting a treatment effect when one truly exists. The α level, a measure of differences between groups, the variability of the data, and the sample size all affect statistical power. Recommendations: Authors should conduct and provide the results of a priori sample-size estimations in the literature. This will assist clinicians in determining whether the lack of a statistically significant treatment effect is due to an underpowered study or to a treatment's actually having no effect.
机译:目的:描述与比较干预措施有关的统计功效的概念,以及包括样本量在内的各种因素如何影响统计功效。背景:具有足够大小的研究样本对于进行研究以证明有效治疗具有统计学上的优势是必要的。许多研究人员无法进行和报告先验样本量估计值,这使得难以解释无意义的结果并使临床医生质疑研究设计的计划。描述:统计功效是当一种疗法确实存在时,通过统计学方法检测到一种疗法效果的概率。 α水平,组间差异的度量,数据的变异性和样本大小均会影响统计功效。建议:作者应在文献中进行并提供先验样本量估计的结果。这将有助于临床医生确定缺乏统计学上显着的治疗效果是由于研究不足或治疗实际上没有效果。

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