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Women's bodies, with their monthly cycles, were considered complicated; adding another costly variable and affecting the bottom line.
Random Forest was successful in incorporating many weakly and non-linearly correlated covariates with SOC (RMSE = 14.7 g kg− 1), provided Alp (the sodium pyrophosphate extractable aluminum), the best predictor of SOC (r = 0.85) but also the most costly variable to acquire.
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Incorporation of complex and costly variables related to MRI does not seem to significantly improve performance of a simple model that includes age, education, cognition, health, lifestyle, functional ability, and the apolipoprotein gene at the population level for all cause dementia (or Alzheimer's disease).
Limb salvage in the diabetic population is complex, controversial, costly and variable throughout the world.
In vivo estimations of Pb particle bioavailability are costly and variable, because of the nature of animal assays.
However, current surgical treatment of ACL injury is costly, with variable outcomes and is associated with high risk of post-traumatic OA within two decades of injury.
Moody's also cited costly financial variables during the transition, including the cost of modifying information systems and the cost of negotiating changes to labor agreements.
The determinations were very costly, but another variable x was known to be correlated with y and was cheap to observe.
Natural enemies are rare and treatment of host trees with systemic insecticides is costly and has variable efficacy against A. glabripennis larvae [ 10, 11].
Providers' services were too costly and their quality variable.
An explanation based on few samples (often even a singleton sample) from these irrelevant variables is typically almost as good as an explanation based on (the computationally costly) marginalization over these variables.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com