Effective Information Extraction Framework for Heterogeneous Clinical Reports Using Online Machine Learning and Controlled Vocabularies.
Shuai ZhengJames J LuNima GhasemzadehSalim Salim HayekArshed A QuyyumiFusheng WangPublished in: JMIR medical informatics (2017)
IDEAL-X adopts a unique online machine learning-based approach combined with controlled vocabularies to support data extraction for clinical reports. The system can quickly learn and improve, thus it is highly adaptable.