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Mixed models consist of fixed and random effects.
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In GWAS, the quantity of interest is the effect of the genotype, that is, the element(s) of β corresponding to g. Technically, a GWAS with mixed model consists of traversing all measured polymorphic sites in the genome, substituting the corresponding g into X, and fitting the above model; the result is millions of estimates of genetic effect together with their p-values.
To be more precise, the linear mixed model consists of a fixed effect μ p for pathogen p and two random effects a g for gene g and b pg as a correction term for gene g within pathogen p: where y pgs denotes the readout (for example the normalized infection index of a well) of pathogen p and gene g knocked-down with siRNA s and ϵ pgs denotes the unobserved error term.
Mixed effects models consist of a structural model, describing the relationship between dose and concentration in terms of structural PK parameters (i.e., CL, V), and a stochastic model, describing the random variability in the structural model parameters.
The leaching data of nickel fitted the "Ginstling Brounsthein" equation while for cobalt a mixed kinetic model consisting of "spherical geometry" and the "Ginstling Brounsthein" equation was followed.
A non-linear mixed effects model consisting of a flexible transit absorption model (six transit compartments) with the first pass effect of artesunate (i.e. conversion of artesunate into dihydroartemisinin) described the oral absorption phase well and was clearly superior to all other absorption models.
Simulations of the EXAFS data used a mixed-shell model consisting of imidazole from histidine residues and S from methionine coordination.
The most flexible growth model type in irregular and mixed stands is a set of individual tree models, consisting of separate models for different species or species groups, or using indicator variables for species-specific growth patterns.
A mixed primary cell model consisting mainly of neurons and astrocytes and a minor proportion of oligodendrocytes was used to study nanoparticle-mediated neurotoxicity [ 22].
The raw data will be analyzed using SPSS Version 19.0, and will primarily consist of linear mixed models.
The mixed-distribution mixed-effects model consists of two parts: whether an individual spent time t a location (occurrence - O) and how long he/she spent at that location (duration - D) (Tooze et al., 2002; Xie et al., 2004).
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