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But there are many models, none of them perfect, massaging uneven data from buoys, vessels and satellites.
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We suggest that this is a plausible assumption but further efforts need to be invested in probabilistically selecting the maximum mean predictions from the series of usually spatially and temporally uneven data.
In view of the uneven recording of discontinuation data from 1990 to 1994, these years were excluded from the analysis.
False positives in the species-based outlier detection can be the result of extremely uneven sampling such as for example data from museum collections.
(Describing those would require spherical harmonics at least up to degree 20 or so, but estimating such a model is hardly possible with data from the spatially very uneven observatory network).
Moreover, data from different approaches indicated an uneven spatial distribution of biofilm inside the studied reactor, due to the combined effect of fluid dynamics and substrate gradients within the bed volume.
To account for this and for the uneven withdrawal of antimicrobial growth promoters in pigs, data from 1998 (broilers) and 1998 1999 (swine) were excluded from analysis.
This geographical pattern of uneven case load was already noted in a previous study reporting AEP data from 2007 2009 [ 4], and remained in this study with all known cases of AEP from 1995 to 2012 included.
"One has to question then whether it was in their best interests to further tighten the liquidity tap on the back of uneven domestic data and spill-over effects from the emerging market rout," he said.
In addition, the training data from small-scale experiments are usually biased towards some well-studied proteins, creating an uneven distribution of training examples across proteins.
Limitations within the data set include the restricted number of sites, the absence of data from certain critical regions, (e.g. Antarctic and Australia) that were not covered and the limited and/or uneven number of sites per ecoregion.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com