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Such studies would require data of much finner density than just 5 years and potentially external control variables to isolate the precise effects.
"There is at present no other source for this information," says Bradburn, a former head of NSF's social and behavioral sciences directorate, which includes the National Center for Science and Engineering Statistics (NCSES) in Washington, D.C. "To produce it by a special survey would be extremely costly and provide data of much less quality and utility".
Other study designs, for example registry analyses, may incorporate the data of much more participants.
The presence of short basal internodes in our phylogeny also strongly suggests that data of much higher quantity and/or quality, such as those afforded by phylogenomic approaches, will be required to resolve the initial diversification events within Dorylinae.
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Google's Map Maker service, for example, makes up for the lack of map data for much of the world by asking volunteers to provide it.
However, the CDS instrument was mainly designed for coronal studies and the spatial resolution of the data is of much poorer quality than that of SUMER.
The voluntary survey had a much lower response rate 68% versus more than 90% for the previous mandatory questionnaire making the data collected of much lower quality.
In addition, the larval data are of much higher sequencing depth (averaging 34.5 million reads per sample compared with 15.6 million reads per sample for adult astrocytes).
In the case of systems which perform poorly on occasions, subsequent review and analysis can involve scanning of large quantities of data, much of which may be irrelevant to the problem.
This allows us to easily visualize the key elements of the data without loss of much information.
Collectively, the featured papers described a massive volume of data, much of which would require extensive analysis through the application of computers to become useful.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com