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Using an example of one landscape with positive correlation and one landscape with no correlation between N concentrations in deposition and in mosses, influencing factors were ranked based on investigating the multivariate interactions between moss concentrations and, amongst others, atmospheric deposition, land use, elevation or moss species by classification and regression trees.
Whereas OA is the culmination of multivariate interactions between genetic, epigenetic, and environmental factors, extrinsic factors such as obesity, trauma, and joint loading patterns are known to heighten OA risk and to offer more definable targets for disease modification.
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Significant multivariate interactions were followed up with univariate ANOVAs.
Yet tools to map, model, predict, and change connectivity are difficult to develop, largely because of the complex, dynamic, and multivariate nature of interactions between brain regions.
Both univariate and multivariate models and interactions between variables were assessed.
We explored potential modification of the air pollution associations in multivariate logistic regression including interactions between air pollution and indicators of patient characteristics.
Finally, after refining a main effects model, we checked assumption of Cox's proportional hazard model for all variables in our multivariate model, further examining interactions between independent variables.
To estimate the effect of initial GCS on the development of non-neurological complications a multivariate regression analyzed the interactions between these conditions, finding a single interaction, low initial GCS (3 to 5), multiplied the risk of developing ICU hypotension 3.37 times (P < 0.005) (Table 6), suggesting that the latter condition was related to the neurological situation.
A multivariate analysis did not show interactions between the analysed polymorphisms.
The results obtained with RF highlight the need to implement multivariate methods taking into account interactions between loci.
In multivariate analyses, there were significant interactions between site, intervention, and study month (p ≤ 0.001, site × intervention and site × month when simultaneously in the model) and therefore site-stratified analyses were performed.
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