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The fraction of entities our method was unable to resolve for each type is shown in Table 4. Table 4 Number of chemical entities from the CHEMDNER corpus not mapped to ChEBI.
However, it can only disambiguate the fraction of entities that happen to have a species word to their immediate left.
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Intuitively, precision is the fraction of recognised entities that are correct, recall is the fraction of manually annotated entities that were recognised, and F1 is a balanced harmonic mean between the two.
The second one, the label transit-time, is the time-period it takes for a fraction of labeled entities to pass through a subsystem of the network.
While genomics and transcriptomics are able to measure the entire set of variants, other omics (e.g. proteomics and metabolomics) measure only a small fraction of all entities.
Quantitative information on the fraction of acid base bonded entities, the enthalpy and the equilibrium constant of pair formation were obtained.
The problem of variability has a negative impact on i) the resulting recall of NER systems (fraction of the total entities mentioned in text that are recognized by a system) and ii) the feasibility to map all the various alternative compound mentions to its corresponding unique canonical chemical structure.
The experiment demonstrated that it is possible to extract a large fraction of the relevant entities automatically, although event extraction was not as successful.
We considered that the network expansion would allow us to place the entities belonging to our central core in a broader context, specially because the amount of proteins that were identified represent a small fraction of all the entities responsible for the phenotype.
Web Search is increasingly entity centric; as a large fraction of common queries target specific entities, search results get progressively augmented with semi-structured and multimedia information about those entities.
A considerable fraction of Web searches contains named entities.
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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