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However, studying a more homogenous sub-population will require (i) even larger overall sample sizes to overcome increased multiplicity and stratification, and (ii) more detailed data on phenotype, lifestyle and environmental factors.
Detailed data on gun ownership is scarce.
There is also detailed data on drugs.
(detailed data not shown).
What you want is hard, detailed data.
Detailed data on hypertension characteristics.
Detailed data on potential confounders.
Strengths of this study include detailed data on As exposure at the individual level using well-water and urine samples with repeated measurements, the use of comprehensive genomic technologies to measure tag SNPs and known/putative functional SNPs, and inclusion of an ethnically homogeneous population, which reduces population stratification bias.
The ANN models with randomized data stratification gave better predictions than those with fixed stratification.
This further confirmed that the models with random data stratification perform better than those with fixed stratification.
This also confirmed that the ANN model with a randomized data stratification (Model 1-2) performed better than the other one with fixed stratification (Model 1-1).
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