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Here we present a machine-learning text mining approach for identification and tagging of protein mentions that play a TF role in a given context to support the curation process.
Automated tools have the potential to support the curation process in several phases.
Among the systems developed to support the curation process, one of the most interesting is (20).
Overall, although it is unlikely that TM will ever be able to replicate the accuracy that manual curation can achieve in MI extraction, its main strength is in the speed at which it can generate data that can be used to, amongst other aspects, support the curation process.
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With such a large body of citations available for HIV, we believe that in the future we will be able to apply confidence to interactions based on how frequently they were recorded, and thus provide better support to the curation process.
To begin the curation process, a curator selects an article for curation and moves it from the general queue to a personal article list to prevent simultaneous curation by other curators.
As noted earlier, during the curation process, if an article supported a specific gene, genetic variant, SNP or haplotype block, then those gene(s) and genetic variants were deposited into dbPTB with the reference article anchored by its unique PMID number.
Semantic and terminological support is especially important for facilitating an opening of the curation process towards a broader community.
Systems like Textpresso (Müller et al., 2004) successfully support manual curation and recently have been estimated to speed up the curation process of C.elegans proteins to GO cellular components at least 8-fold (Van Auken et al., 2009).
Phenex was continuously updated and improved during the course of manual curation (5) to streamline the curation process and workflow, and to improve the allocation of curators' time.
These need to cover all aspects of the curation process, including the choice of formats for data storage, the metadata needed to support it, and the way in which the systems used for archiving and delivery are being designed.
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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