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We applied the same feature space to 5 additional participants, and found that classification delays were similarly reduced across the group.
Our aim here was to provide an example of the kinds of features that may be useful for reducing classification delays.
Although this set of features was also useful for reducing classification delays in a larger group of participants, this is by no means a one-size fits all feature space.
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This demonstrates that incorporating 2s of past data points can reduce classification delay.
However, fMRI has much better spatial resolution, and it's possible that the spatial information could also contribute to reducing classification delay [30].
Specifically, we explored the usefulness of including different features, such as temporal history, temporal gradient, NIRS signals (oxy-Hb, deoxy-Hb, total-Hb and CBSI corrected signal), and spatial information, for reducing classification delay and thereby improving accuracy.
In addition, after all the variables had been completed, the data for each subject were reanalyzed by the principal investigators and standard procedures for the classification of delays were implemented for all the cases in all the clusters.
Slow classification and delayed placement of these patients in negative-pressure isolation rooms contributed to the high percentage (73%) of nosocomial infection in Taiwan (1 ).
In the second model we additionally adjusted for acute disease-related variables, i.e., type of fracture, fracture displacement status, ASA classification score, delay before surgery, and type of surgery, respectively.
> -wrap-foot> Goodness-of-fit of the model: adjusted R = 0.312; P value = <0.0001 In subjects with a late H/M <1.4, stepwise multivariate regression analysis showed that NYHA classification and delay after injection were the only independent predictors of late H/M (Table 3).
When it came time to release other details -- about issues as harmless as civil service job classifications or delayed tax rebates for the elderly -- Mr. McGreevey often seemed to regard mundane facts as state secrets.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com