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The editorial includes how to design-in good practices in theory, data collection procedures, analysis, and interpretations to avoid these bad practices.
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Commentators have proposed various interpretations to avoid these difficulties.
Mr Dimas and his officials deliberately released the raw data early - without analysis or interpretation - to avoid last year's debacle, when premature release of national statistics brought a disorderly collapse of the market.
As before, Roberts performed what Justice Scalia called "somersaults of statutory interpretation" to avoid saying "no" to the political branches.
However, linear probability models in our case give similar result to probit models; for ease of interpretation, and to avoid having to show marginal effects for each of the seven levels of life satisfaction, the tables show the results of models estimated by OLS (Ferrer-i-Carbonell and Frijters 2004).
In principle, the least complex among several types of regression methods leading to good predictions should be chosen, in order to favour model interpretation and to avoid overfitting.
As it is also desirable for biological interpretation, and to avoid selecting large numbers of SNPs in linkage disequilibrium, that the selected sub-networks are small in size, we reward sparse solutions.
Molecular genetic markers are making such analyses accessible across a wide range of organisms, but careful data analysis and interpretation are required to avoid erroneous inferences or misleading communications with non-scientists.
To make interpretation easier and to avoid confusion, the lower band on the pSmad3 blot has been removed.
Once research funding has been used to join a cascade there are further incentives to interpret results through confirmation bias ("in a way that confirms one's preconceptions and to avoid information and interpretations which contradict prior beliefs" 321) to demonstrate success of the research for subsequent funding.
This peculiar interpretation enables to avoid any explicit interpolation of the solution between different grids and to compute grid velocities so that the Geometric Conservation Law is automatically fulfilled also for connectivity changes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com