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The quality of data was maintained through extensive supervision and checking to ensure that errors are minimized.
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These data are maintained through legislative mandate at the Arkansas Center for Health Improvement (ACHI) [18].
Fieldworkers were trained for a week prior to data collection and the consistency in data collection was maintained through supervision by two of the researchers and frequent discussions.
The quality of data collected was maintained through the use of standardized protocols and centralized training.
Data quality was maintained through regular on-site supervision and by conducting random rechecking of 5% of the respondents in each locality.
Data security was maintained through a combination of system design, Hypertext Transfer Protocol Secure (HTTPS) and a proprietary mobile phone authentication system [ 22].
Data quality was maintained through at least two days of field supervision per month for each health worker, by independent home visits by supervisors to all homes with a reported neonatal death and to a random sample of households with a surviving neonate to confirm the survival status of neonates, and by ongoing training, including fortnightly meetings with senior supervisors.
Within this exploratory data, generalization ability was maintained through cross-validation.
Claims data are maintained and used for research through various institutions, including government agencies (e.g. Centers for Medicare and Medicaid Services Research Data Assistance Center [CMS ResDAC]), large payers with affiliated research arms (e.g. HealthCore, Optum), or claims processors who aggregate and license data (e.g. IMS, Truven).
These data are maintained in an underlying database, the Species Information Service (SIS), and are freely available for non-commercial use according to published terms28, and under data licence for commercial use through IBAT29.
Clinical data were maintained on standardized flow sheets.
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