A Distant Supervision Based Approach to Medical Persona Classification.

Journal of Biomedical Informatics(2019)

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摘要
•We build a model to identify the medical persona associated with a social media post.•We use Convolutional Neural Networks for this task.•Our model achieves an improvement of 19.7% over the current state-of-the-art.•We use N-grams and salience analysis to discover salient sections of textual input.•We eliminate the need for manual labeling by using distant supervision based method.
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关键词
Distant supervision,Medical social media,Persona,Medical personae,Deep learning,Convolutional neural network,Long short term memory network,Hierarchical attention network
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