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More advice from Goble: Ideally, data in public data sets will be accompanied by high-quality metadata, which give you additional information surrounding the data and the experimental setup and will help you understand, compare, and integrate data across different databases.
The approaches and tools used to do this are likely to adapt and develop as we sample ever-greater numbers of bacterial genomes that are associated with high-quality metadata.
The solution is to have regular accession of large numbers of sequenced isolates with high-quality metadata from clinical and academic laboratories into public strain collections, but this will need new organization and funding.
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Then, as now, we were concerned that little attention was being paid to the practical tradeoffs involved in publishing high quality metadata at low cost.
Research transparency and access to these materials allow members of the scholarly community to validate the existence of a specific set of data, to gain access to a specific set of data (when permitted), to replicate analyses, to view additional materials associated with a given study, including high quality metadata, and to extend scholarship.
An effort was made to obtain DNA samples from tissues with associated museum voucher specimens with high quality metadata.
The strengths of the study include the large sample size and 29-year study period; of the total number of 4,792 cases, 3,524 cases had high-quality descriptive metadata on date of disease onset and location of disease exposure.
Librarium.fr is an archive of hundreds illustrated Russian emigre journals of the period 1920-1939, digitized with high-quality images and searchable metadata.
In order to disentangle the genetic and environmental bases of Glässer's disease, we undertook a pan-genome analysis of 212 isolates of H. parasuis with high quality clinical metadata, covering all serovars and isolates from disease- and non-disease-causing backgrounds.
Having clean, high-quality data, from a central source, and with clear metadata, is ineffective if staff can't access it.
The more we invest in open science and research, the more we need to ensure that metadata enabling discovering and digital preservation of research material is of high-quality and semantically coherent.
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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