Literature DB >> 31982147

Mixed Models Offer No Freedom from Degrees of Freedom.

Göran Arnqvist1.   

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.
Copyright © 2019 Elsevier Ltd. All rights reserved.

Keywords:  biostatistics; experimental evolution; hierarchical data; linear mixed models; pseudoreplication; type I errors

Year:  2020        PMID: 31982147     DOI: 10.1016/j.tree.2019.12.004

Source DB:  PubMed          Journal:  Trends Ecol Evol        ISSN: 0169-5347            Impact factor:   17.712


  8 in total

1.  The impact of learning opportunities on the development of learning and decision-making: an experiment with passerine birds.

Authors:  Isabel Rojas-Ferrer; Julie Morand-Ferron
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2020-06-01       Impact factor: 6.237

2.  Herbivore-induced plant volatiles, not natural enemies, mediate a positive indirect interaction between insect herbivores.

Authors:  E Frago; R Gols; R Schweiger; C Müller; M Dicke; H C J Godfray
Journal:  Oecologia       Date:  2022-01-09       Impact factor: 3.225

3.  Quantifying variation in female internal genitalia: no evidence for plasticity in response to sexual conflict risk in a seed beetle.

Authors:  Blake W Wyber; Liam R Dougherty; Kathryn McNamara; Andrew Mehnert; Jeremy Shaw; Joseph L Tomkins; Leigh W Simmons
Journal:  Proc Biol Sci       Date:  2021-07-07       Impact factor: 5.530

Review 4.  A brief introduction to the analysis of time-series data from biologging studies.

Authors:  Xavier A Harrison
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2021-06-28       Impact factor: 6.671

5.  Sex ratio and the evolution of aggression in fruit flies.

Authors:  Eleanor Bath; Danielle Edmunds; Jessica Norman; Charlotte Atkins; Lucy Harper; Wayne G Rostant; Tracey Chapman; Stuart Wigby; Jennifer C Perry
Journal:  Proc Biol Sci       Date:  2021-03-17       Impact factor: 5.349

6.  Fixed or random? On the reliability of mixed-effects models for a small number of levels in grouping variables.

Authors:  Johannes Oberpriller; Melina de Souza Leite; Maximilian Pichler
Journal:  Ecol Evol       Date:  2022-07-24       Impact factor: 3.167

7.  Experimental sexual selection affects the evolution of physiological and life-history traits.

Authors:  Martin D Garlovsky; Luke Holman; Andrew L Brooks; Zorana K Novicic; Rhonda R Snook
Journal:  J Evol Biol       Date:  2022-04-05       Impact factor: 2.516

8.  Should I use fixed effects or random effects when I have fewer than five levels of a grouping factor in a mixed-effects model?

Authors:  Dylan G E Gomes
Journal:  PeerJ       Date:  2022-01-20       Impact factor: 2.984

  8 in total

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