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混合模型并不能摆脱自由度的限制。

Mixed Models Offer No Freedom from Degrees of Freedom.

机构信息

Animal Ecology, Department of Ecology and Genetics, Uppsala University, Norbyvägen 18D, SE75236 Uppsala, Sweden.

出版信息

Trends Ecol Evol. 2020 Apr;35(4):329-335. doi: 10.1016/j.tree.2019.12.004. Epub 2020 Jan 22.

DOI:10.1016/j.tree.2019.12.004
PMID:31982147
Abstract

Statistics matter greatly in biology, whether we like it or not. As a discipline with an empirical inclination, we are faced with data every day and we rely on inferential statistical models to make sense of it and to provide us with novel insights. Much of the time, the growing level of complexity and sophistication of the models we put to use in ecology and evolution have led to more appropriate analyses of our data. However, this is not always the case. Here, I draw attention to a classic flaw in inferential statistics that has resurfaced in a new flavor as a result of increased reliance on complex linear mixed models - the multifaceted and disturbingly persistent problem of pseudoreplication.

摘要

统计学在生物学中非常重要,无论我们是否喜欢。作为一个具有经验倾向的学科,我们每天都面临着数据,并且依赖推理统计模型来理解数据并为我们提供新的见解。在很多情况下,我们在生态学和进化中使用的模型的日益复杂和精细程度导致了对我们数据的更恰当的分析。然而,情况并非总是如此。在这里,我提请注意推理统计中的一个经典缺陷,由于对复杂线性混合模型的依赖增加,这个缺陷以一种新的形式重新出现——这就是多方面且令人不安的伪重复问题。

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Mixed Models Offer No Freedom from Degrees of Freedom.混合模型并不能摆脱自由度的限制。
Trends Ecol Evol. 2020 Apr;35(4):329-335. doi: 10.1016/j.tree.2019.12.004. Epub 2020 Jan 22.
2
An entomologist guide to demystify pseudoreplication: data analysis of field studies with design constraints.昆虫学家指南:揭开伪重复的神秘面纱:具有设计约束的野外研究数据分析。
J Med Entomol. 2010 May;47(3):291-8. doi: 10.1603/me09250.
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Pseudoreplication is a pseudoproblem.伪重复是一个伪问题。
J Comp Psychol. 2009 Nov;123(4):421-33. doi: 10.1037/a0013579.
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Pseudoreplication conventions are testable hypotheses.伪重复准则是可检验的假设。
J Comp Psychol. 2009 Nov;123(4):444-6. doi: 10.1037/a0016093.
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Using Biological Insight and Pragmatism When Thinking about Pseudoreplication.运用生物学洞察力和实用主义思考拟似重复。
Trends Ecol Evol. 2018 Jan;33(1):28-35. doi: 10.1016/j.tree.2017.10.007. Epub 2017 Nov 6.
6
The ancient black art and transdisciplinary extent of pseudoreplication.伪重复的古老“邪术”与跨学科范畴
J Comp Psychol. 2009 Nov;123(4):434-43. doi: 10.1037/a0016221.
7
Pseudoreplication is (still) a problem.伪重复(仍然)是一个问题。
J Comp Psychol. 2009 Nov;123(4):450-1. doi: 10.1037/a0017031.
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The problem of pseudoreplication in neuroscientific studies: is it affecting your analysis?神经科学研究中的伪复制问题:它是否影响了你的分析?
BMC Neurosci. 2010 Jan 14;11:5. doi: 10.1186/1471-2202-11-5.
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[Pseudoreplication in ecological research: the problem overlooked by Russian scientists].[生态研究中的伪重复:俄罗斯科学家忽视的问题]
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Don't let spurious accusations of pseudoreplication limit our ability to learn from natural experiments (and other messy kinds of ecological monitoring).不要让对伪重复的虚假指控限制我们从自然实验(以及其他复杂的生态监测类型)中学习的能力。
Ecol Evol. 2015 Oct 26;5(22):5295-5304. doi: 10.1002/ece3.1782. eCollection 2015 Nov.

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