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In addition, the decomposition of the error into parts enables diagnosis of the error sources that can lead to model adjustment and improvement.
These differences in model adjustment and subject characteristics may partially explain diverging results.
Age, gender and treatment group were kept in the model (adjustment) and variables with p ≥ 0.05 were removed manually.
In short, hierarchical inference, using prediction error, provides a principled framework in which the model adjustment and adaptation heuristics become necessary for sensory inference.
Finally, we discussed the necessity of our model adjustment and a possible application to RNA-seq data in the last section.
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The novel standalone tool RNApvmin dynamically estimates a vector of pseudo-energies that minimize model adjustments and discrepancies between observed and predicted pairing probabilities.
Using our age and gender adjusted model, adjustment for height and then either weight, or fat and lean mass, produced similar degrees of attenuation compared with BMI adjustment.
Alkema and You examined possible factors that might account for differences in the overall U5 mortality rate produced in 2011 by IHME and IGME, assessing data sources, inclusion and exclusion criteria, outlier adjustment, model fitting, and covariate adjustment [ 12].
Two major competing hypotheses have emerged, the model adjustment hypothesis and the adaptation hypothesis.
At the end of the full data extraction phase, the two researchers discussed discrepancies in model adjustment data and were able to reach a consensus in all but four cases, which were arbitrated by the senior investigator.
We acknowledge the point made by Worth and colleagues regarding data analysis and model adjustment for heterogeneity and multistate frailty.
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