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使用 G*Power 软件进行样本量确定和功效分析。

Sample size determination and power analysis using the G*Power software.

机构信息

Department of Anesthesiology and Pain Medicine, Chung-Ang University College of Medicine, Seoul, Korea.

出版信息

J Educ Eval Health Prof. 2021;18:17. doi: 10.3352/jeehp.2021.18.17. Epub 2021 Jul 30.


DOI:10.3352/jeehp.2021.18.17
PMID:34325496
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8441096/
Abstract

Appropriate sample size calculation and power analysis have become major issues in research and publication processes. However, the complexity and difficulty of calculating sample size and power require broad statistical knowledge, there is a shortage of personnel with programming skills, and commercial programs are often too expensive to use in practice. The review article aimed to explain the basic concepts of sample size calculation and power analysis; the process of sample estimation; and how to calculate sample size using GPower software (latest ver. 3.1.9.7; Heinrich-Heine-Universität Düsseldorf, Düsseldorf, Germany) with 5 statistical examples. The null and alternative hypothesis, effect size, power, alpha, type I error, and type II error should be described when calculating the sample size or power. GPower is recommended for sample size and power calculations for various statistical methods (F, t, χ2, Z, and exact tests), because it is easy to use and free. The process of sample estimation consists of establishing research goals and hypotheses, choosing appropriate statistical tests, choosing one of 5 possible power analysis methods, inputting the required variables for analysis, and selecting the “calculate” button. The G*Power software supports sample size and power calculation for various statistical methods (F, t, χ2, z, and exact tests). This software is helpful for researchers to estimate the sample size and to conduct power analysis.

摘要

适当的样本量计算和功效分析已成为研究和出版过程中的主要问题。然而,样本量和功效计算的复杂性和难度需要广泛的统计知识,编程技能人才短缺,商业软件在实践中往往过于昂贵而无法使用。本文旨在解释样本量计算和功效分析的基本概念;样本估计的过程;以及如何使用 GPower 软件(最新版本 3.1.9.7;德国杜塞尔多夫海因里希-海涅大学,杜塞尔多夫)计算样本量,其中包括 5 个统计示例。在计算样本量或功效时,应描述零假设和备择假设、效应大小、功效、α、Ⅰ类错误和Ⅱ类错误。建议使用 GPower 进行各种统计方法(F、t、χ2、Z 和确切检验)的样本量和功效计算,因为它易于使用且免费。样本估计的过程包括确定研究目标和假设、选择适当的统计检验、选择 5 种可能的功效分析方法之一、输入分析所需的变量以及选择“计算”按钮。G*Power 软件支持各种统计方法(F、t、χ2、z 和确切检验)的样本量和功效计算。该软件有助于研究人员估计样本量并进行功效分析。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38f8/8441096/cac2875d08d9/jeehp-18-17f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38f8/8441096/0e76ad207abe/jeehp-18-17f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38f8/8441096/cac2875d08d9/jeehp-18-17f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38f8/8441096/0e76ad207abe/jeehp-18-17f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38f8/8441096/cac2875d08d9/jeehp-18-17f2.jpg

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