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XML (Extensible Mark-up Language) is the most popular format for metadata annotation [ 4].
diXa aims to overcome these drawbacks by defining standard workflows for data (pre processing and standard formats for metadata annotation.
This software includes a highly structured system for metadata annotation and a flexible architecture for defining experiments and incorporating analysis modules.
This table was used to determine the fields that would be most appropriate to probe for metadata annotation using the structured word lists (Table 2).
Toward this goal, MIMS (Minimum Information about a Metagenome Sequence) and MIMARKS (Minimum Information about a MARKer Sequence) 152 have been devised, providing a scheme of standard languages for metadata annotation.
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Besides tendering various codes ranging from quantum molecular calculations (e.g. Gaussian, Turbomole) via molecular dynamics (e.g. Gromacs) to docking approaches (e.g. FlexX) for high performance computing, one of the main goals is the integration of metadata annotation for data mining and knowledge generation.
Further work is needed to establish the reproducibility of metadata annotation.
The knowledge organization system presented here may soon enable the implementation of a web-based service for direct metadata annotation by data producers, gradually reducing the need for database curators.
This database now contains more than 20 dimensions of metadata annotations for human studies, as well as mouse and rat models, defined in agreement with disease experts.
We assembled a list of metadata annotations determined to be important for evaluating NDD studies in a process involving consultation by NDD domain experts.
Annotations are standardized by reference to controlled vocabularies for each extracted metadata dimension (cf. Normalization of Metadata Annotations section).
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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