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The Relationship Between Infant Pointing and Language Development: A Meta-Analytic Review
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The Relationship Between Infant Pointing and Language Development: A Meta-Analytic Review
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Individual Differences in First Language Acquisition
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In: Annual Review of Linguistics (2021)
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Individual differences in lexical processing efficiency and vocabulary in toddlers: A longitudinal investigation
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In: Journal of Experimental Child Psychology (2021)
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On the Structure and Source of Individual Differences in Toddlers' Comprehension of Transitive Sentences
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In: Front Psychol (2021)
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Empirical logit analysis is not logistic regression
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In: Journal of Memory and Language (2020)
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Abstract:
Many recent psycholinguistic studies have used empirical logit analysis as a substitute for mixed-effects logistic regression. In this paper, we describe the differences between empirical logit analysis and mixed-effects logistic regression and highlight three interacting sources of bias in empirical logit analysis. We then report on two sets of simulations comparing logistic regression and empirical logit analysis. We show that relative to logistic regression, empirical logit analysis generally yields biased parameter estimates when proportions are close to 0 or 1, especially when the number of observations underlying a proportion is very low. We also show that, in some circumstances, this bias can create spurious interactions, leading to unacceptable Type I error rates. While these two models may provide similar answers to some questions, we encourage readers to interpret empirical logit parameters cautiously.
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Keyword:
Generalized linear mixed models Empirical logit Visual-world eye tracking Logistic regression
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URL: http://hdl.handle.net/1885/203375 https://doi.org/10.1016/j.jml.2016.10.005
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