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We demonstrate that our IUPAC recognizer identifies entities with an F1 measure of 86.5% on a sampled independent test corpus built from MEDLINE.
To capture various types of phenotypic information relating to CHF (Table 1), we have designed a multi-level annotation scheme that identifies entities relevant to phenotypic phenomena, as well as important relationships that hold between these entities.
Often, the first column is an identifier and other columns hold categorical or numerical data pertaining to the identified entity.
But if that is the case, then this remit should have been given to some other identified entity when the NSABB was established.
Such systems learn a statistical model to identify entity mentions by inferring which characteristics (features) distinguish them from the surrounding text.
The BioNER system applies the biomarker-gene and disease-biomarker dictionaries using fuzzy- and pattern-matching methods to find and uniquely identify entity mentions in the literature [ 23– 25].
Dictionary-based approaches, try to identify entity names belonging to domain-specific controlled vocabularies, taxonomies and/or ontologies directly from the literature.
Dementia with Lewy bodies (DLB) is a relatively recently identified entity and changing neuropathological and clinical diagnostic criteria have resulted in great variation in the frequency, ranging from 1.7% to 30.5% (respectively Herrera and Stevens in Zaccai et al).
To use InChI identifiers to identify entities, we have to suppose that an entity does not describe only the specific tautomeric form represented by its SDF file but all possible tautomeric forms.
This tumour is one of the newly identified entities of the WHO 2004 classification.
It is furthermore common practice to quantify the identified entities, a task supported by a panel of different methods.
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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