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This approach also served to identify loci with correctly and incorrectly annotated Ensembl gene model predictions, as well as novel loci not predicted by the current Genebuild (release 70) in zebra finches.
The experimental results are compared with the model predictions as well as the extended calculations in VPPD-Lab.
This work has potential application to increase the accuracy of model predictions as well as optimize the design of high-efficiency UV reactors.
The major issues are the handling of the twofold uncertainty of test results and of model predictions as well as the decision about what are the influential input parameters.
Since the user both provides the dataset for the modelling and can develop new models, the model predictions as well as read-across predictions are not limited to any specific endpoint.
Although this parameter did not affect the model predictions as strongly as the parameters M, L∞, and Lvul, no lionfish CR data exist, introducing further uncertainty in the model results.
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This is confirmed by the model prediction as well as the approximately uniform probability distribution characterizing the delay values in the range [10 50].
For the Capital Weather Gang cloud cover forecast, we take into account all the models' predictions as well as what we know about typical August conditions.
The Bayesian estimation enables us to assess the variability of kinetic parameters and model prediction as posterior predictive intervals (see Results, Methods and Supplementary file 1).
The four in-silico tests—related Supplementary Videos 6 9 are provided—, which could be considered as limiting cases of real scenarios where mixed boundary conditions are expected (compliant clamps), are all in agreement with the buckling-hinge model prediction, as demonstrated in the Supplementary Fig. 4, confirming the generality of the proposed approach.
Even if the introduced opponent motion model seems to catch the global effect it also induced small discontinuities in the model prediction as it is evident in Fig. 6.
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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