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Outputs are directed towards the solution of the problem avoiding snakes in this case and these outputs can be physiological (stress), affective (fear), behavioral (running away), or a combination.
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The snow correction factor, SFCF, attains higher values in the behavioral runs when considering Reff,log as the objective function.
It is obvious from Figure 3, that for all the objective functions, values in the behavioral runs spread across the entire value range considered.
In Figure 8, darker grey indicates a higher probability density of the parameter value in the behavioral runs, indicating time periods when the parameter values are better identifiable, while lighter grey indicates time periods when the parameter cannot be identified.
Distinction between the behavioral runs and the non-behavioral runs was made according to the model's performance.
We assigned the runs yielding the 500 (5% of all runs) highest objective function values to the class of behavioral runs; all other runs were classed into the non-behavioral runs.
For example, values of PCALT in the behavioral runs are relatively large when considering R 2, R eff, or C OF as the objective function, and are significantly lower when using S PQ or S PT.
Figure 8 shows the IC of the error criterion (Eq. 12) with respect to a model parameter as well as the location of the parameter values with the highest probability of occurrence in the behavioral runs.
A 2-week behavioral run-in period was used to determine participants' adherence to recording their physical activity (PA) and food intake.
They also were highly motivated individuals who completed a behavioral run-in and passed an exercise test; thus, the generalizability of these findings to other populations is uncertain.
The Monte Carlo sets were split into two groups yielding either "behavioral model runs" or "non-behavioral model runs".
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com