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For convenience, we denote our proposed CDS method applying Term Summation and Paragraph Embeddings as (BM25+SEM_{d_{Sum}text D^k_{PRF}}) and (BM25+SEM_{d_{Para}text D^k_{PRF}}), respectively.
Note that our method has the following tunable parameters, i.e., hyper-parameter (lambda ) (see Equation (9)), top |T| terms to generate embeddings of biomedical articles when applying Term Summation (# Terms) and top k articles in (D^k_{PDF}(Q)) (# PRF Documents).
Virtually the same AUC and sensitivity are achieved when applying term filtering to AS-sem (Supplementary Fig. S21).
Applying term filtering (threshold 0.80) before adding terms based on high-semantic similarity does not improve the results compared to term filtering alone.
Applying term filtering, deteriorates the AUC of the BPscore and the MFscore, but increases the sensitivity of the CCscore from 42% to 57% and of the MFscore from 47% to 51% (Supplementary Fig. S20).
Similar(54)
Some will bristle at applying terms such as cult to the party of government.
Mozi had treated moral disputes as disagreements about how to 辯 biàndistinguish in applying terms like 義 yìmorality and 善 shàngood-at.
They're avoiding the service today to express their solidarity with McGowan and to protest what they see as Twitter unevenly applying terms of service.
In particular, a collection of biological models serving as the backbone of the system was assembled by applying terms and relationships using the SO (12).
For each project, we highlighted where they applied term extraction by using italicized words.
We have used the more commonly applied term of admissions, however, for these episodes.
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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