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The LQAS system with 85%/95% thresholds maintains data quality sufficient for program purposes and minimizes time required for data review/cleaning.
The Victorian Department of Health maintains data quality with an annual independent audit cycle that samples nearly 1% of public hospital discharges.
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Thus, in this work we propose a fuzzy algorithm that allows to optimize the resources that are used by real-time applications that constantly send data while maintaining data quality, contextualized in vehicle sensor tracking systems and the applications that can be built above them.
The instrument conditions are systematically monitored to maintain data quality (Kimura et al. 2015).
This approach allows different departments to impart their knowledge while at the same time help drive complete transparency and accountability for maintaining data quality.
These challenges were: difficulties in extracting data from multiple databases, maintaining data quality, ethical and privacy issues, and lack of professional development opportunities.
Anticipation of an audit may be an important quality assurance mechanism, providing sites an additional incentive to maintain data quality.
We selected the Entrez Gene database [9] as an appropriate data source, as it met the above-mentioned requirements and was expected to maintain data quality with regular updates.
These reports are helpful in maintaining data quality.
ACS NSQIP personnel perform audits to help maintain data quality.
To maintain data quality training was given for data collectors and for supervisors.
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