AI Article Synopsis

  • The BioCreative V Track 4 focuses on automating the extraction of biological network information using Biological Expression Language (BEL) as a foundation for training and testing text mining systems.
  • The goal is to evaluate systems that can generate BEL statements from evidence text, and vice versa, while rewarding partial correctness to account for the complexity of the task.
  • An evaluation framework was developed to assess various information levels in BEL statements, aiming to identify the best system characteristics for building causal biological networks from written texts.

Article Abstract

Automatic extraction of biological network information is one of the most desired and most complex tasks in biological and medical text mining. Track 4 at BioCreative V attempts to approach this complexity using fragments of large-scale manually curated biological networks, represented in Biological Expression Language (BEL), as training and test data. BEL is an advanced knowledge representation format which has been designed to be both human readable and machine processable. The specific goal of track 4 was to evaluate text mining systems capable of automatically constructing BEL statements from given evidence text, and of retrieving evidence text for given BEL statements. Given the complexity of the task, we designed an evaluation methodology which gives credit to partially correct statements. We identified various levels of information expressed by BEL statements, such as entities, functions, relations, and introduced an evaluation framework which rewards systems capable of delivering useful BEL fragments at each of these levels. The aim of this evaluation method is to help identify the characteristics of the systems which, if combined, would be most useful for achieving the overall goal of automatically constructing causal biological networks from text.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4940434PMC
http://dx.doi.org/10.1093/database/baw067DOI Listing

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