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As result, a rather large set of terms is extracted from each corpora.
This representation requires first, to define and extract terms from the text (which may yield a very large set of terms), and second, to reduce the term space and select a representative subset, T, of terms that optimize classification performance.
For example, an ontology for human anatomy such as the Foundational Model of Anatomy [ 20] will not only contain the classes and relations relevant to describe human anatomy, but also provide a large set of terms used to refer to human anatomical structures and the ways in which they may be related (as labels of the relations).
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The text and logical definitions help annotators maintain accuracy and consistency in using a large set of ontology terms.
If an ontology aims to cover a domain completely, the set of labels associated with the ontology classes and relations provide a large set of relevant terms within that domain.
If a high cut-off qvalue is selected, then a large set of correct term pairs are included, but there will also be a large number of correct term pairs that are excluded.
The purpose was to investigate the potential use of a large set of long-term data for establishing reference values regarding voice use in natural situations.
Our simulations, based on a large set of long-term TCP sessions, show that 70% of their predictions exceed the boundaries of TCP-Friendliness, thus questioning their use in the design of new TCP-Friendly transport protocols.
A large set of GO-terms associated with upregulated genes were related to the senescence associated secretory phenotype [ 64].
Notably, a similar level of accuracy was recently reported for a large set of molecules in terms of their relative binding free energies.
Instead, our IAAs are more akin to the results found in a similar annotation task, known as MeSH indexing (IAA of 48%), in which human curators choose relevant annotation concepts from a large set of controlled vocabulary terms (46, 47).
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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