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Any missing or ambiguous data was clarified with the study corresponding author.
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Any perceived inconsistencies in acquired data were clarified or confirmed by telephone.
Inconsistent or incomplete data were clarified by the study centre by a query process.
A plausibility check of all data was conducted upon database entry and critical missing or implausible data were clarified.
Follow-up status as of February 2010 was determined by case report form data; missing data were clarified via direct email or telephone contact with the patient's clinician.
By understanding who your data users and producers are and linking them to each other's work, ownership of data is clarified, the information cycle is strengthened, data-informed decisions are made, and the value of data in relation to program improvement becomes clear (11, 16, 17, 22– 22).
The obligations on potential providers of such data should be clarified in the proposed Codes of Practice to be published in draft alongside the Bill later this year," it adds.
It's only through parallel creative exploration that the broader ramifications of open data can be clarified and communicated, both in terms of the value of the art itself and also what it can reveal about our increasingly complex lives.
Data omissions/ambiguities were clarified by reviewing student files and discussing with the research team.
Firstly, the regulation of private sector data collection and storage needs to be tightened; and secondly, the increasingly porous boundaries between public and private data need to be clarified.
The influences of the material properties and the thicknesses of face sheet and core on the data reduction method are clarified.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com