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The software module presented here can be used stand-alone as well as built into data collection and analysis applications.
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Quality assurance procedures will be built into the data management system and implemented alongside other data management activities to ensure timely detection and resolution of errors in the data.
Additional steps to ensure data quality included range checks and verification built into the data entry system, and a sequence of logic checking and examination of variables.
Obviously there's lots of bias built into the data – those who volunteered might be the better teams, the peer reviewers might be selecting for what we taught, funding is no metric for successful science let alone successful companies, etc. – but the difference in funding success is over 300%.
There is redundancy built into the data centers, both in between and within.
This context awareness augmentation can be built into the data submission tools used by the citizens.
A lot of the bandwidth and capacity has to be built into these data centers.
Analysis of the macroinvertebrate community on the receiving water bodies downstream of WWTPs can clearly contribute to answer the question whether post-treatment technologies help achieve water quality goals, in particular when existing knowledge about vulnerability of species is built into the data analysis as,for example, with the SPEAR concept.
Obviously there's lots of bias built into the data - those who volunteered might be the better teams, the peer reviewers might be selecting for what we taught, funding is no metric for successful science let alone successful companies, etc. - but the difference in funding success is over 300%.
19 Quality control features built into the data system required immediate correction or verification of unlikely values.
SNP frequency in different gene regions could reflect uneven DNA sequencing accuracy and efficiency or other unknown biases inadvertently built into the data base.
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CEO of Professional Science Editing for Scientists @ prosciediting.com