View CHEMDNER task of BioCreative IV (public)

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Summary

CHEMDNER Task: Chemical compound and drug name recognition task

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unknown
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abstracts Biocreative bionlp chemdner chemical compounds CRFs entity Learning machine Named NER PubMed recognition supervised
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Data (first 10 data points)
    (Zipped) TAR archive CHEMDNER_CORPUS_BIOCREATIVE_4, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TRAIN, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TRAIN/chemdner_ann_training_13-07-31.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TRAIN/Readme.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TRAIN/chemdner_abs_training.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TRAIN/cdi_ann_training_13-07-31.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TRAIN/chemdner_data_preparation_v17july31.pdf, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TRAIN/cem_ann_training_13-07-31.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TEST, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TEST/chemdner_abs_test_pmid_label.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TEST/chemdner_abs_test.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TEST/chemdner_ann_test_13-09-13.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TEST/Readme.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TEST/cem_ann_test_13-09-13.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_TEST/cdi_ann_test_13-09-13.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/chemdner_corpus.pdf, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_DEVELOPMENT, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_DEVELOPMENT/chemdner_ann_development_13-08-18.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_DEVELOPMENT/Readme.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_DEVELOPMENT/chemdner_abs_development.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_DEVELOPMENT/cdi_ann_development_13-08-18.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/CHEMDNER_DEVELOPMENT/cem_ann_development_13-08-18.txt, CHEMDNER_CORPUS_BIOCREATIVE_4/chemdner_overview.pdf
Description

There is an increasing interest, both on the academic side as well as for industry, to facilitate more efficient access to information on chemical compounds and drugs (chemical entities) described in repositories of unstructured data, including scientific articles, patents or health agency reports. In order to achieve this goal, a crucial aspect is to be able to identify mentions of chemical compounds automatically within text as well as to index whole documents with the compounds described in them. The recognition of chemical entities is also crucial for other subsequent text processing strategies, such as detection of drug-protein interactions, adverse effects of chemical compounds and their associations to toxicological endpoints or the extraction of pathway and metabolic reaction relations.

The CHEMDNER corpus provides annotations for:

a) Given a set of documents, return for each of them a ranked list of chemical entities described within each of these documents [Chemical document indexing sub-task]

b) Provide for a given document the start and end indices corresponding to all the chemical entities mentioned in this document [Chemical entity mention recognition sub-task].
URLs
http://www.biocreative.org/tasks/biocreative-iv/chemdner/
Publications
  • Zhang, J. (1992). Selecting typical instances in instance-based learning. In Proceedings of the Ninth International Machine Learning Conference (pp. 470--479). Aberdeen, Scotland: Morgan Kaufmann.

Data Source
http://www.biocreative.org/resources/corpora/bc-iv-chemdner-corpus/
Measurement Details

Precision Recall F-measure

Usage Scenario

named entity recognition bioinformatics chemoinformatics information retrieval information extraction relation extraction drug discovery adverse effect extraction detection of drug-protein interactions

revision 1
by krallinger on 2015-07-14 11:16

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Acknowledgements

This project is supported by PASCAL (Pattern Analysis, Statistical Modelling and Computational Learning)
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