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The obtained associations are then ranked according to the accumulated KL-divergence scores obtained from the Bio-LDA model (eq. 8).
After calculating associations' scores, we evaluated the obtained associations both automatically and manually.
After evaluating the obtained associations, we included the significant tissue phenotype connections into PhenoDigm's original web interface.
Additionally, to determine whether there were differences in the magnitude of obtained associations, tests of significance for differences between beta coefficients were conducted (Cohen, Cohen, West, & Aiken, 2003).
First, we use visualization as a powerful means to leverage the perceptual abilities of humans to find useful information from obtained associations.
In other words, the obtained associations between work- and health-related factors and the outcome variable may have been lower than the true levels as the study selection prevented the inclusion of physicians who might have generated the highest correlations.
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As he pointed out, repeating studies is necessary to prove the obtained association is not a result of confounding variables in one setting or group.
There is a need to further investigate this obtained association in longitudinal studies, to determine potential causality between caregiving status and health.
In addition, the obtained association between higher dietary fibre intake and lower risk of type 2 diabetes and HbA1c levels suggests that the dietary and type 2 diabetes incidence measures of the MDCS are adequate.
To obtain associations between S100A6 and annexin 2 expression, data were cross-tabulated and Fisher's two-sided exact tests applied or Mann Whitney U-test performed.
To obtain associations between S100A9 or S100A8 cell count and clinicopathologic variables, the data was cross-tabulated and a χ test was performed.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com