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We have also implemented the metadata required to allow the procedure DataCite calls content negotiation [15, 16] (Fig. 1f).
The continued conceptual and operational developments in metadata required to support comprehensive automated scientific workflow systems portend many challenges and opportunities.
QSAR-ML comprises all data and metadata required to reproduce the setup of QSAR datasets, enabling validation of chemical structures and descriptor calculations.
The standard defines the minimum set of metadata required to serve the wide range of metadata applications, as well as optional metadata elements to support an extensive description of geographic data.
Therefore, a system that does not access the file content directly and collects only the metadata required to advertise their presence would be a valuable resource.
WholeCellSimDB uses a relational database to store all of the simulation setup metadata required to reproduce a simulation and HDF5 to store every model prediction.
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Thus, well-organized, consistent metadata are required to produce usable data products from diverse environmental observations collected across field sites.
The abridged version is set by default and provides paleomagnetic data with age, coordinates, and the minimal number of metadata fields required to understand the data.
Extensive metadata are required to improve the collection and analysis of this information.
To achieve this, the DCCs of the ENCODE and modENCODE projects worked closely with the data providers, developing guidelines and stipulating the metadata required at the point of data submission by participating labs (14).
This is required to extract metadata on the size of the collection prior to running storage rules and cost optimisation.
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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