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The remaining 13 independent flux variables are left unspecified which means that the symbolic GJE routine will choose a viable set of independent fluxes.
To measure the importance of each predictor variable, the random forests algorithm assesses the importance of a variable by looking at how much prediction error increases or MSE decreases when that variable of the (OOB) data is permuted, while remaining variables are left unchanged.
Key Variables Are Left Blank".
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In MacCallum's framework, unlike in Oppenheim's, the interpretation of each of the three variables is left open.
If weather variables were left out, the explained variance decreased by 8.7% and for climate by 3.8%.
Previous work has shown that finding such optimal strategies even for polytree-shaped diagrams with ternary variables and a single value node is NP-hard, but the case of binary variables was left open.
If forest structural variables were left out from the model, the explained variance decreased by 43.9%, on average over all species groups.
We then used a backward stepwise exclusion strategy by dropping the variable with the highest p-value until only significantly associated variables were left and built one final model including all the variables that were significantly associated (p-value<0.05) with any of the outcome parameters.
Other variables were left unchanged.
Variables were left in the models if statistically significant (p<0.05) in one or both age categories.
None of the tested interactions were significant, and none of the variables were left as confounders.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com