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. Author manuscript; available in PMC: 2020 Oct 1.

Published in final edited form as: J Biomed Inform. 2019 Aug 27;98:103265. doi: 10.1016/j.jbi.2019.103265

Table 4:

Evaluation Results for Concept Type and Boundary Recognition.

	EEG Activity			EEG Event			Medical Problem
Model	Precision	Recall	F₁	Precision	Recall	F₁	Precision	Recall	F₁

LSTM	0.8949	0.8125	0.8517	0.8842	0.8301	0.8563	0.8391	0.7863	0.8118
SACAR-V	0.8352	0.8336	0.8344	0.8068	0.8170	0.8119	0.6992	0.6159	0.6549
SACAR-U	0.8494	0.9153	0.8811	0.8335	0.8674	0.8501	0.7658	0.7516	0.7586
SACAR-A	0.9460	0.9080	0.9266	0.9072	0.8299	0.8668	0.8866	0.8358	0.8605
	Treatment			Test			All Types (Macro Average)
Model	Precision	Recall	F₁	Precision	Recall	F₁	Precision	Recall	F₁

LSTM	0.9257	0.8687	0.8963	0.8904	0.9250	0.9074	0.8869	0.8645	0.8756
SACAR-V	0.8072	0.7540	0.7797	0.8207	0.8654	0.8425	0.7937	0.7772	0.7854
SACAR-U	0.9332	0.9048	0.9188	0.8171	0.9470	0.8773	0.8398	0.8772	0.8581
SACAR-A	0.9511	0.8814	0.9149	0.9050	0.9280	0.9164	0.9192	0.8766	0.8974