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Figure 6 Different QSAR datasets relative to availability of experimental data and QSAR lifecycle.
We find that the greatest absolute differences among datasets occur in high-elevation areas and in the maritime mountain ranges of the Western United States, while the greatest percent differences among datasets relative to annual total precipitation occur in arid and rain-shadowed areas.
We notice a substantial drop in the observed performance of the three prediction methods on the similarity-reduced and weighted datasets relative to that on their UPDS counterpart.
To uncover the pathways against which future therapies could be developed we undertook a meta-analysis of gene expression from five large microarray datasets relative to ER status.
Interestingly, the loss of power resulting from a reduction in sample size (up to 40% in the Arab dataset) is almost completely compensated by the cleaner signal obtained: the strength of the confirmed associations is very similar or even improved in the cleaned datasets relative to the analysis performed with the raw data.
To identify potential biomarkers associated with both preinvasive and invasive squamous cell lung cancer, we selected SAGE tags on the basis of a minimal 20-fold up-regulation in both the CIS and invasive cancer datasets (relative to BE and PC) (Table 7).
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For example, the dataset relative to the period between 2002 and 2005, built to predict 2006, is different from the dataset relative to the period between 2002 and 2006 built to predict 2007, that is, one year (2006) is included in the second case.
VOL-CALPUFF samples from a 10 year wind dataset sourced from NCEP/NCAR; statistical analysis of this dataset relative to the 20 year ECMWF data used with TEPHRA2 shows little variation between the two sources (Fig. 2).
It is likely the increased reliability in this dataset, relative to the CCBD dataset, is related to the prior work optimizing the anatomical sequence optimized for brain morphology analyses [7, 68].
A potential limitation of this work is the small size of the validation dataset relative to the derivation set.
A higher proportion of up-regulated gene products are localized to the extracellular space in the SCC dataset relative to the CIS dataset.
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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