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However, owing to the limits imposed by model complexity and the available data, as with previous modelling studies, it was not possible to explicitly account for all of the known heterogeneity in the cervical cancer disease process.
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We use the community structure imposed by the model to inform the CbCI and CbDI algorithms.
Indeed, except some points, all the points representing the data fall nearly within the boundaries imposed by Krief model.
Although the derived exosphere temperatures may contain a bias imposed by the model, any bias has a small effect since the analysis is performed on perturbations about the mean temperature.
Note also the regions of nightside data (eclipse), the circled areas to the left of the figures, which generally show less disturbance; this is not imposed by the model or any regularisation; rather, it is simply a result of the data itself and thus another indicator of the ability of the model to describe the observed disturbances.
The restrictions imposed by the model were well fitted to all the data, from both an absolute and incremental perspective.
The simplest consistency analysis could be performed checking that the flux states shown by cells fulfill the constraints imposed by the model.
In this way, predictions are obtained by solving an optimization problem: maximize the (hypothetical) cells objective function subject to the constraints that are imposed by the model.
The posterior distributions represent likely distributions for chloroform concentrations in tap water and ambient air consistent with the biomonitoring data, as well as the assumptions and constraints imposed by the model, exposure regimen, and prior distributions.
Any structure or pattern in the spatial configuration of the group is thus not imposed by the model rules, but arises purely from the interactions between the individuals and the resulting movements.
The general idea of flexible modeling is to avoid restrictive a priori assumptions underlying standard statistical models and model the effects of prognostic factors through flexible functions, the shapes of which are estimated directly from the data, rather than being imposed by the model.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com