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统计实践:七宗罪。

Statistical practices: the seven deadly sins.

作者信息

Millis Scott

机构信息

Kessler Medical Rehabilitation Research and Education Corporation, West Orange, NJ 07052, USA.

出版信息

Child Neuropsychol. 2003 Sep;9(3):221-33. doi: 10.1076/chin.9.3.221.16455.

Abstract

This paper discusses selected problems in applied statistical analysis: (a) over-reliance on null hypothesis statistical testing, (b) failing to perform a power analysis prior to conducting the study, (c) using asymptotic statistical approximations with small samples, (d) ignoring missing data, (e) failing to deal with the multiplicity problem when performing multiple statistical comparisons, (f) using stepwise procedures to select variables in regression analysis, and (g) failing to perform or report model diagnostics. Suggestions and guidelines to address these issues in manuscripts concerning child neuropsychological research are offered.

摘要

本文讨论了应用统计分析中的一些特定问题

(a)过度依赖零假设统计检验;(b)在开展研究前未进行功效分析;(c)对小样本使用渐近统计近似法;(d)忽略缺失数据;(e)在进行多重统计比较时未处理多重性问题;(f)在回归分析中使用逐步程序选择变量;以及(g)未进行或报告模型诊断。文中针对儿童神经心理学研究稿件中解决这些问题提供了建议和指南。

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