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There was also a somewhat higher representation of individuals with children of all ages in the data consistent with expectations as well as a slightly higher representation of individuals doing volunteer work, both overall and in particular categories.
The median age of the population was 70 years with a slightly higher representation of males than females, 53% and 47%, respectively (figure 2F).
ED/HA ratios were also slightly higher for visits made by patients residing in poverty area compared to non-poverty area ZIP codes for all outcomes (Table 1), indicating slightly higher representation of people from poverty areas among ED visits than among HAs.
These men were distributed across 269 communities in the 5-county region with a slightly higher representation from the suburban counties (Bucks, Chester, and Montgomery) and a slightly lower representation from the urban counties (Philadelphia and Delaware which includes the city of Chester) than the sample as a whole.
At both recruitment and Survey 3, the sample was broadly representative of the general population of Australian women the same age when compared to Australian census data, with a slightly higher representation of women who were married or in a de facto relationship and with post-school education [ 23].
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The main idea of the self-taught learning approach is to use the unlabeled samples to learn in an unsupervised way slightly higher level representation of the data [3].
The cases investigated had slightly higher male representation (male to female ratio 1 0.74) with an average age of 57.5 years.
Interestingly, at the M170 level, we did find an effect of script typicality, suggesting that slightly higher level representations might not be script invariant.
Deep learning methods are representation learning methods with multiple levels of representation, obtained by composing simply but nonlinear modules that each transforms the representation at one level (starting with the raw input) into a higher representation slightly more abstract level, with the composition of enough such transformations, and very complex functions can be learned [1, 2].
First, PD was reproducible whether assessed from raw or processed images but reproducibility was slightly higher for the raw representation.
Here, we also found a high proportion of affected domains in both groups, with a slightly higher (though not significantly) representation of species-specific domains in the non-conserved/lost group (60% vs 47%, p = 0.09, Fisher 1-tail test; Additional file 2).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com