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Data reuse is only practical and efficient when data, metadata, and information about the process of generating the data are all provided [ 64].
The counter to that argument is to make all of your data, metadata and code openly available.
There will also be more data about the data — "metadata" — and analytics (what the data means) to make sense of.
Legal: Unless indicated otherwise, all contents (incl. text, photos, images, files, data, metadata) are Copyright © Xavier Boyen 1998-2012.
The ISPS Data Archive is a digital collection of data, metadata, code, and associated files that comprise the evidence base of social science claims.
These skills have grown to be just as significant in our work as creating the data (metadata) in the first place.
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If data/metadata is migrated to computers systems, some mechanism to articulate the meaning of the data and metadata is required as storing text in a database is just that text to a computer.
What is needed is a hybrid model where a framework for the data and metadata from scientific experiments is used to provide organization (separate from the scientific data/metadata), yet allows flexibility in the types of data put on the framework via creation of discipline specific descriptions and/or ontologies.
The only thing more awkward for the AFP and Asio than the increasing public realisation that the data/metadata distinction is nothing more than a sales pitch, is that there isn't as much metadata lying around as there was.
In addition, data/metadata congruence checks included in the Provenance Aware Synthesis Tracking Architecture (PASTA) underlying the NIS allow us to examine the quality of metadata submitted.
However, applications involving user-generated geospatial content show dramatically diversified patterns in terms of incentive, type and level of participation, purpose of the activity, data/metadata provided and data quality.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com