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As there is a natural correlation between reputation and risk (e.g., less reputable entities generally pose high risks), we define an entity's risk as P(x R )=(1−P(x NR )) weighted by the importance of the entity, such that a high-value asset will experience a large increase in its risk score even with a small decline in its reputation.
We use these weights to measure the importance of the entity for a query of the matrix and also for a document of the textual collection.
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On top of this, the system is able to understand "the importance of the entities in the world which can be calculated as a number, such as events beginning and ending, births, deaths, wars, founding of businesses and the release of publications".
Finally, the high number of corpora available for gene/protein corpora is due to the importance of these entities for the molecular biology domain and to the research in the last years on PPIs and biological events.
Nevertheless, mortality remains high at 40%, and the incidence of ALI/ARDS of approximately 80/100,000 person-years in the USA [ 3] underlines the importance of these entities to critical care medicine and public health in general.
Genetic overlaps between two diseases also suggest the importance of the affected entities in the specific pathogenic pathways and should be investigated further.
The Napolitano report recognises the importance of the local and regional entity for the continued existence and consolidation of European integration, and not only the formal regions with constitutional powers, but all regions, from Dutch provincies to English counties to German Länder and Spanish comunidades autónomas.
These scores indicate the importance and relevance of the entities in the clinical dataset in Figure 1 for query "pericardial effusion".
QueryTogether and the corresponding study demonstrate the importance of entity based interfaces to improve collaboration by facilitating balanced participation, flexibility of collaboration styles and social processing of search entities across conversation and devices.
This seems to indicate that, because different types of identifiers exist, their recognition is largely dependent on being present in the dictionary, as well as on their linguistic role on the sentence, as denoted by the importance of the linguistic features for this entity class.
Their study also highlights the deleterious influence of arrhythmia "chronic state" on procedural success and importance of the cardiac right side, an entity somehow overlooked.
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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