Recently, Medical Subject Headings (MeSH) terms, which are annotations of PubMed documents, have been used for ORA. MeSH enables the extraction of broader meaning from the gene lists and is expected to become an exhaustive annotation resource for ORA. However, the existing MeSH ORA software ...
Let t1 and t2 be two semantically related MeSH terms that are not assigned a relation type. Our method proposes to first search for the PubMed scholarly publications having both t1 and t2 as MeSH headings. Then for each retrieved record, we extract its qualifiers q1 and q2 (e.g., ...
Human indexers at NLM have been annotating the PubMed articles with MeSH for decades, and have collected millions of MeSH-labeled articles. Recently, many deep learning algorithms have been developed to automatically annotate the MeSH terms, utilizing this large-scale MeSH indexing dataset. However,...
阅读下面的短文,文章中有5处空白,文章后面有6组文字,请根据文章的内容选择5组文字,将其分别放回文章原有位置,以恢复文章原貌。 Archaeological. Archaeological study covers an extremely long span of time and a great variety of subjects. The earliest subjects of ar...
MeSH term sequences are word sequences, the subword embedding model can share the n-gram representations between the PubMed text words and MeSH term terms, thus integrating the PubMed and MeSH into a unified embedding space. TheJPubMedandJMeSHare trained together by the subword embedding model...
As such, this approach leverages an expert-defined knowledge ontology that features both breadth (27,875 MeSH analyzed across 25 million articles indexed by PubMed that were published from 1902 onwards) and depth (we differentiate between Major and Minor MeSH terms to identify differences in the ...
Characterization of the mechanism of drug-drug interactions from pubmed using MeSH terms. PLoS ONE. 2017;12(4):e0173548. https://doi.org/10.1371/journal.pone.0173548. Article Google Scholar Tran T, Kavuluru R. Distant supervision for treatment relation extraction by leveraging MeSH subheadings...
Our approach involved the construction of a set of Medical Subject Headings (MeSH) terms for the effective retrieval of publications related to a disease candidate gene. Information regarding the relationships between genes and publications was obtained from the gene2pubmed database. The set of ...
The best F1 is obtained when the MEDLINE citations are used to discover indexing terms, while the worst F1 is reported by the full text articles, the difference being more than 12 percentage points in F1. MEDLINE citations show the highest precision, while full text has the highest recall....
The other two terms involving the plastic vorticity 𝐰¯p are correcting terms due to plastic anisotropy. The major postulate of crystal plasticity theory is that plastic straining occurs due to the accumulation of slip of dislocations on preferred crystallographic planes. Hence, the plasticity ...