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As a result of the sampling of the model (22) is usually only approximative, and is an approximation of the channel output.
Tracer version 1.4.1 was used to assess the proper burn-in and sampling of the model parameters.
History matching requires sampling of the model input space and comparison of model outputs to observations, and thus requires only 'forward' model evaluations.
Tumor heterogeneity was simulated via Monte Carlo sampling of the model parameters (prospective biomarkers) listed in Table S1 from log-uniform distributions.
(4) Finally, we pursued unexpected pattern types discovered in the main experiment (3) in more detail in a final follow-up experiment, involving a dense sampling of the model parameter θD for a few fixed combinations of the other parameters.
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The effect of volume of sample on the model solutions were investigated within the range of 10 250 mL.
Those were vials with media and samples of the model materials on which no fungal spores were inoculated.
Submodels in an ensemble model which have been trained on different subsets of a shared training pool represent multiple samples of the model space, and the degree of agreement among them contains information on the reliability of ensemble predictions.
To account for model sensitivity to individual parameters, Latin hypercube sampling (LHS) was used to take many representative samples of the model dynamics across the parameter space.
Figure 5 provides a sample of the model yield profiles available as a result of using population balances with α≠0.
Based on the posterior sample of the model parameters, the posterior predictive mean prevalence of pneumococcal carriage was 64% in Portugal (90% predictive interval between 56% and 72% and 277% in Finland (90% predictive interval 19%35%%).
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