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To ensure data homogeneity, the analysis was focused on experiments that used the Affymetrix platform Mouse Genome 430 2.0 Array.
To ensure data homogeneity, a joint calling strategy, and stringent variant and individual-level quality control (QC) were applied for all WES datasets (Fig. 1 and Supplementary Methods 5 8).
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Standardized MRI data acquisition techniques were in place for AddNeuroMed and ADNI to ensure homogeneity across data acquisition sites.
To ensure the homogeneity of collected data across several litters and generations of congenic and control rats, a GLM testing for various factors (such as seasonal variation, litter size, date of birth, date of experiment) was performed for each phenotype.
We grouped compliance (C) and justifiable non-compliance (J) in the same category, particurlaly to ensure the homogeneity of the data within the non-compliance category (NC).
Seascape metrics and community response parameters were log10-transformed (or arcsine square-root transformed for % cover data) as needed before analyses to normalize data and ensure homogeneity of variance.
Future studies that link routinely collected laboratory data to assess influenza VE should incorporate additional clinical information to ensure greater homogeneity of the study population, if it is not possible to institute systematic selection of hospitalized patients for influenza testing.
We opted for using incidence data obtained from the CI5plus database to ensure a higher homogeneity of data quality, which may be expected to minimise the potential bias associated with using data obtained from sources more heterogeneous regarding their quality standards.
The training will include learning to ask questions exactly as written on the questionnaires to ensure homogeneity of the data collection between patients and between research assistants.
Before we implemented parametric analyses, we evaluated the normality and variance homogeneity assumptions and when necessary implemented data transformations to ensure the data met these assumptions.
Prior to analyses, all data were log transformed (log10 n +1) to ensure that homogeneity of variance and normality were within acceptable limits.
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