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The results project significant improvement to data quality and enterprise IT systems integration while reducing labor costs to; validate data, avoid and correct errors, and eliminate data omissions.
While specific missing details may be more reliably added through direct, targeted communication with interviewees, incorrect details are most likely only detectable by the interviewees themselves and so ITR may be the only way to achieve this improvement to data quality.
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We added additional text to the Discussion to highlight these points and suggested how some future improvements to data collection may improve the accuracy of the measured intensities.
Lead author, Dr. Lijing Cheng (who works for the International Center for Climate and Environment Sciences in China) applied four separate improvements to data.
Most steps in the diagram indicate anticipated improvements to data accuracy.
Discrepancies between longline captains' observations and bycatch assessment methods identified needed improvements to data collection methods.
Businesses are increasingly taking advantage of improvements to data connectivity and a growing base of internet users - including more than 48 million people who go online on their mobile phones.
However, improvements to data acquisition logic have lagged in comparison.
It is argued that greater involvement of the public in research leads to better research outcomes through improvements to data quality, data collection, and, in time, dissemination [ 1- 6].
The classifier, trained on human datasets from our previous study, was applied to ChIP-Seq data as described (Nag et al. 2013), with several improvements to data processing and filtering (see the section Materials and Methods).
While all of the different multi-focal systems produce demonstrable improvements to data acquisition in the sample plane, they still do not fully resolve the issue of imaging biological systems in three dimensions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com