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As for confidence measures, accounting for semantic relations can be achieved by modifying the counts in the language model estimation step.
(It was experimentally observed that using confidence measures at both steps of the lexical cohesion measure leads to better results than using confidence measures solely in the language model estimation step or in the probability calculation step).
In searchlight RSA, data were extracted from native space T-statistic maps by masking each map with a whole-brain mask generated during the model estimation step to restrict the analysis to voxels within the brain (mean number of voxels = 34 898).
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The eigenvalues of these r-mode sample covariance matrices play a major role in the model order estimation step.
For the ARIEL once-daily substudy, only one visit where rich sampling occurred was available, and the individual pharmacokinetic parameters were determined directly during the model parameter estimation step.
In [ 10], the PeptideProphet algorithm was extended to incorporate decoy PSMs into a mixture probabilistic model at the estimation step of the EM with a semi-supervised learning framework.
To assess the construct validity of the measures prior to model estimation, a three-step data analysis was undertaken [ 48, 49].
In the step of model estimation, it is indicated that AR(1) and AR(2) are both appropriate models for wind power forecast [22].
Once the possible models and their corresponding orders were found, the next step of model estimation was performed as explained below.
See Supplementary Methods online for model specification and estimation steps.
Figure 11 ToxPredict Step 4 - Model Estimation, Interaction of OpenTox Services: Behind the scenes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com