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GENIA生物医学事件数据集

GENIA生物医学事件数据集

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NLP,Biology,Text Mining,Medicine Classification

ContextBio-medical texts have a lot of information which can be used for developments in the medical field. Traditionall......

数据结构 ? 2.67M

    Data Structure ?

    * 以上分析是由系统提取分析形成的结果,具体实际数据为准。

    README.md

    Context

    Bio-medical texts have a lot of information which can be used for developments in the medical field. Traditionally, domain experts used to manually extract such information. Automating this information extraction task can help speed up progress in the field.
    To name a few use cases of bio-medical events, they show the effects of drugs on a person. They can also be used to identify certain medical conditions in a person.
    Hence automating extraction of events from bio-medical texts is very beneficial

    Content

    The dataset is just a simplified version of the event annotated GENIA dataset derived from the version available in TEES

    It consists of the original bio-medical text, labelled trigger words, location of trigger word in the text and the event type associated with the trigger word
    There are 3 sets of data (train (8k+ sentences), devel (about 3k sentences) and test (about 3k sentences)).
    Each set has 4 columns namely "Sentence", "TriggerWord", "TriggerWordLoc" and "EventType", capturing the original bio-medical text, trigger words in the sentence, location of the trigger words in the sentence and the event type associated with the trigger words respectively.

    Acknowledgements

    The dataset is just a simplified version of the event annotated GENIA dataset derived from the version available in TEES
    The original source dataset is from BionLP Shared Task 2011
    A complete unprocessed version seems to be present in genia-event-2011 dataset too

    For TEES licensing information please refer this link
    For GENIA dataset licensing information, please refer the file "GE11-LICENSE" present beside the data files (.csv) in this kaggle dataset

    Photo Credits: Louis Reed on Unsplash


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