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With digitized text material, where OCR quality or human readability depends on certain image parameters like contrast and sharpness, the use of quality metadata will provide good automated optimization results without overprocessing the digitized text (like halos around letters that occur due to oversharpening) [57].
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Just as the recent deal with Getty will provide more metadata to pins that use Getty images, stronger links between pins and the sites/brands from which they come will mean that they can be better tracked by Pinterest, and those brands themselves.
Getty will provide Pinterest with metadata, and in exchange, Pinterest will pay Getty a fee.
Automated data quality assessment will provide a more systematic and analytical metadata representation and this could lead to simplified and unified data quality control processes.
The laud will provide.
Others will provide feedback.
This will provide momentum.
We expect that improved access to GEO metadata will not only enhance researchers' abilities to find data of interest, but also provide a possibility for users to create a customized GEO metadata database, e.g. annotating experiments with controlled vocabulary and integrating with other biological data sources.
For that we will develop a background daemon to provide bulk ingestion of huge files (i.e. > 2 GB) using GridFTP protocol; metadata will be registered on the XTENS repository once the file has been stored on the iRODS server, parsing the file header.
Also while a Dash user can provide dataset-level description using elements of the DataCite schema, column-level (i.e., attribute) metadata will not supporting.
Optionally, publicly available datasets in AE can be re-analysed by providing the function with the experiment's accession number, upon which all raw data files and relevant metadata will be downloaded from the AE Archive and the European Nucleotide Archive.
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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