What residualizing predictors in regression analyses does (and what it does not do)

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The cave of Shadows. Addressing the human factor with generalized additive mixed models (2015, methodology): “These techniques are not plagued by issues of collinearity (Wurm and Fisicaro, 2014), and they do not require any kind of model selection (for an example, see, e.g., Baayen et al., 2016a, for application of random forests for this purpose).”