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He was surprised to learn that astronomers cannot actually confirm the accuracy of their most complex models.
The separation between Mn and Mw observed experimentally was reproduced well for the three most complex models.
For the simpler models, 5,000 iterations were sufficient for equilibration, while this increased to 20,000 for the most complex models.
The most complex models within the model family can be questioned first for their validity.
FrameWorker returns the most complex models that are common to the input sequences.
Participants with missing data were omitted from the models, resulting in ~4% loss in the most complex models.
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While increasing complexity from the simplest to the more complex model leads to lower uncertainty bounds and more reliable values of the lysimeter discharge at monthly and seasonal time scales, uncertainty bounds became larger when complexity increased in the most complex model.
However, it is also the most complex model because of the many unknowns to estimate.
The most complex model structure generally shows a higher sensitivity of parameters.
Adding the synthetic root volatile dramatically changed this pattern and favored the EPN on the most complex model-roots.
This might be explained by that the multilevel testlet model is the most complex model, and estimation problems can occur, such as unconverged or extreme solutions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com