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Each model was checked to provide normally distributed residuals (quantile-quantile plots, not displayed).
The goodness-of-fit of each model was checked using the Hosmer & Lemeshow test (Hosmer and Lemeshow, 1989) and the final model reported fits the data adequately (P=0.666).
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Quantile-quantile (Q-Q) plots for assessing normality in the residuals of each model were checked.
Residual sample cross-correlations, auto-correlations, and partial-autocorrelations for each model were checked to ensure statistical independence of error terms and validity of each model, as described by Bowerman [ 9].
The fit of each linear regression model was checked by visual inspection of the residuals.
For each step, performance of model was checked and validated against measurements using a prototype CMR with same set-up applied in simulation.
The importance of each variable for the model was checked by looking at the communalities and those variables having communalities < 0.5 were removed one by one from the model until all have ≥ 0.5.
The proportional hazards assumption in the Cox model was checked with Schoenfeld residuals for each transition.
This model was checked by 223 samples from Iranian Oils.
The adequacy of the suggested model was checked up.
The model was checked by diagnostic plots of the residuals.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com