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Although single mapper and reducer can be used depending on designed analysis models, it is important to note that if the number of reducers decreases, the computation time of merging the outcomes coming from the mappers increases.
Quite commonly, classification based on some consensus of classification outcomes coming from a set of classifiers operating upon different feature subsets becomes more accurate than the classification results produced by any individual classifier.
This domain also offers an explicit opportunity to evaluate relationships between staff and residents, with evidence of good outcomes coming from the nature, tone and warmth of communication in the home and feeding into final ratings.
We cannot easily explain the apparent and counterintuitive negative association of relapses with hard outcomes coming from Year 3-secondary progressive but the results, at the very least, serve to discredit relapse outcomes in this stage of disease.
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So when you look at people who are very successful or resilient, positive human outcomes come from extremely stable, strong, loving relationships.
Although preterm birth <37 weeks' gestation is the leading cause of neonatal morbidity and mortality in the United States, the majority of data regarding preterm neonatal outcomes come from older studies, and many reports have been limited to only very preterm neonates.
It takes effort and is sometimes painful but often the best outcomes come from iterating on a solution many times over.
The variability of the outcomes comes from within- and inter-subject variabilities.
Data on outcomes came from the electronic patient records and central hospital information systems.
Data on maternal characteristics, interventions and outcomes came from the Birthplace national prospective cohort study.
However, the data for these outcomes came from only one study (Poustie 2006).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com