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The individual model constructions with progressive additions of blocks of variables based on the Andersen model are available on line as Additional files 1, 2 and 3. + PNS is the Polytrauma Network System; other OEF-OIF veterans from Registry.

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We have developed MCM (Microbial Community Modeler), a mathematical framework and computational tool that unifies model construction with statistical evaluation, sensitivity analysis and parameter calibration.

Fig. 7 Emission model construction with the four-level system.

Due to page limitation, the details of the runtime model construction with SM@RT can be found in [20]-[22] [20]-[22]

Issues that arise in achieving user-intent ascription through dynamic user model construction with Bayesian networks are addressed in [30].

Stochastic gradient boosted regression trees (BRT) were employed for model construction, with a variety of calibration and validation schemes tested.

We have developed an inhouse algorithm for the multileaf collimator (MLC) geometry model construction with an appropriate accuracy for dosimetric tests.

The cross-validation process involves segregating the corpus into k subsets (e.g., ten-fold refers to 10 subsets) and performing model construction with k – 1 subsets (e.g., nine subsets if ten-fold cross-validation is used); model validation is performed with the last subset.

Our main contribution is the computational framework, MCM, which combines microbial community model construction with statistical model evaluation, sensitivity analysis and automated, statistically rigorous calibration to data.

Here we present a novel computational framework for modeling microbial ecosystems, which combines genome-based model construction with statistical analysis and calibration to experimental data.

The other models that failed included some that are not possible to run in a discrete stochastic context such as those that include partial stoichiometry or negative concentrations and as such are also not supported in the STEPS deterministic solver, which shares model construction with the stochastic solvers.

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