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  1. Article

    Open Access

    MeSH Now: automatic MeSH indexing at PubMed scale via learning to rank

    MeSH indexing is the task of assigning relevant MeSH terms based on a manual reading of scholarly publications by human indexers. The task is highly important for improving literature retrieval and many other ...

    Yuqing Mao, Zhiyong Lu in Journal of Biomedical Semantics (2017)

  2. Article

    Open Access

    Identifying named entities from PubMed® for enriching semantic categories

    Controlled vocabularies such as the Unified Medical Language System (UMLS®) and Medical Subject Headings (MeSH®) are widely used for biomedical natural language processing (NLP) tasks. However, the standard te...

    Sun Kim, Zhiyong Lu, W John Wilbur in BMC Bioinformatics (2015)

  3. Article

    Open Access

    Pathway-based drug repositioning using causal inference

    Recent in vivo studies showed new hopes of drug repositioning through causality inference from drugs to disease. Inspired by their success, here we present an in silico method for building a causal network (Cause...

    Jiao Li, Zhiyong Lu in BMC Bioinformatics (2013)

  4. Article

    Open Access

    The gene normalization task in BioCreative III

    We report the Gene Normalization (GN) challenge in BioCreative III where participating teams were asked to return a ranked list of identifiers of the genes detected in full-text articles. For training, 32 full...

    Zhiyong Lu, Hung-Yu Kao, Chih-Hsuan Wei, Minlie Huang, **gchen Liu in BMC Bioinformatics (2011)

  5. Article

    Open Access

    BioCreative III interactive task: an overview

    The BioCreative challenge evaluation is a community-wide effort for evaluating text mining and information extraction systems applied to the biological domain. The biocurator community, as an active user of bi...

    Cecilia N Arighi, Phoebe M Roberts, Shashank Agarwal in BMC Bioinformatics (2011)

  6. Article

    Open Access

    Overview of the BioCreative III Workshop

    The overall goal of the BioCreative Workshops is to promote the development of text mining and text processing tools which are useful to the communities of researchers and database curators in the biological s...

    Cecilia N Arighi, Zhiyong Lu, Martin Krallinger, Kevin B Cohen in BMC Bioinformatics (2011)

  7. Article

    Open Access

    The Protein-Protein Interaction tasks of BioCreative III: classification/ranking of articles and linking bio-ontology concepts to full text

    Determining usefulness of biomedical text mining systems requires realistic task definition and data selection criteria without artificial constraints, measuring performance aspects that go beyond traditional ...

    Martin Krallinger, Miguel Vazquez, Florian Leitner, David Salgado in BMC Bioinformatics (2011)

  8. Article

    Open Access

    A context-blocks model for identifying clinical relationships in patient records

    Patient records contain valuable information regarding explanation of diagnosis, progression of disease, prescription and/or effectiveness of treatment, and more. Automatic recognition of clinically important ...

    Rezarta Islamaj Doğan, Aurélie Névéol, Zhiyong Lu in BMC Bioinformatics (2011)

  9. Article

    Open Access

    Semantic role labeling for protein transport predicates

    Automatic semantic role labeling (SRL) is a natural language processing (NLP) technique that maps sentences to semantic representations. This technique has been widely studied in the recent years, but mostly w...

    Steven Bethard, Zhiyong Lu, James H Martin, Lawrence Hunter in BMC Bioinformatics (2008)

  10. Article

    Open Access

    OpenDMAP: An open source, ontology-driven concept analysis engine, with applications to capturing knowledge regarding protein transport, protein interactions and cell-type-specific gene expression

    Information extraction (IE) efforts are widely acknowledged to be important in harnessing the rapid advance of biomedical knowledge, particularly in areas where important factual information is published in a ...

    Lawrence Hunter, Zhiyong Lu, James Firby, William A Baumgartner Jr in BMC Bioinformatics (2008)