Data papers, can perhaps be compared to those reporting a new taxon: they will have a standard format and users of the data set will cite the data paper in a similar manner to how scientists cite the authority (descriptor paper) when using a scientific name.
The Arrival of Data Journals: an interview with Lyubomir Penev of Pensoft Publishers | ... - 2 views
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perspectives on the value and importance of data journals
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properly credited through a permanent scientific record, priority registration and citation of the data paper
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Data publishing : http://www.pensoft.net/page.php?P=23
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