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. Author manuscript; available in PMC: 2016 Aug 9.

Published in final edited form as: J Biomed Inform. 2015 Sep 30;58(Suppl):S150–S157. doi: 10.1016/j.jbi.2015.09.013

Table 5.

Performance comparison of the five main medical concepts between w/ and w/o context-aware approaches.

	naïve Bayes (Macro/Micro)			w/o context-aware (Macro/Micro)			w/context-aware (Macro/Micro)
Concept Type	P	R	F	P	R	F	P	R	F
Hypertension	0.343/ 0.558	0.483/ 0.615	0.401/ 0.585	0.683/ 0.83	0.736/ 0.959	0.708/ 0.890	0.734/ 0.933	0.751/ 0.981	0.744/ 0.957
Hyperlipidemia	0.447/ 0.843	0.441/ 0.925	0.444/ 0.883	0.442/ 0.827	0.454/ 0.952	0.447/ 0.885	0.449/ 0.859	0.437/ 0.923	0.443/ 0.890
Diabetes	0.658/ 0.869	0.675/ 0.952	0.666/ 0.909	0.650/ 0.864	0.672/ 0.95	0.661/ 0.905	0.687/ 0.928	0.676/ 0.953	0.681/ 0.941
OBESE	0.140/ 0.845	0.142/ 0.851	0.141/ 0.848	0.159/ 0.770	0.168/ 0.981	0.163/ 0.862	0.159/ 0.771	0.167/ 0.977	0.163/ 0.862
CAD	0.214/ 0.665	0.231/ 0.560	0.222/ 0.608	0.275/ 0.432	0.415/ 0.943	0.331/ 0.593	0.357/ 0.74	0.326/ 0.781	0.341/ 0.760
Average	0.360/ 0.756	0.394/ 0.781	0.375/ 0.767	0.441/ 0.745	0.489/ 0.957	0.462/ 0.827	0.477/ 0.846	0.472/ 0.923	0.475/ 0.882