A practical approach towards causality mining in clinical text using active transfer learning

Musarrat Hussain,Fahad Ahmed Satti,Jamil Hussain,Taqdir Ali,Syed Imran Ali,Hafiz Syed Muhammad Bilal,Gwang Hoon Park,Sungyoung Lee

Journal of Biomedical Informatics（2021）

引用 5|浏览41

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摘要

•Causality mining in clinical text is a difficult and time consuming task.•Traditional ML models are not able to provide acceptable performance.•BERT pre-trained models are good; however, multi-models are even better.•Expert feedback maximizes the effectiveness of the causality detection system.•We provide an End-to-end solution with code, experiments and details

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关键词

Causality mining,Active transfer learning,Clinical text mining,Machine learning

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