Table 5.

Overall Classification Results of MIMIC Obesity Dataset (FHIR features + Extended features).

		P-micro	P-macro	R-micro	R-macro	F1-micro	F1-macro
DT	i2b2*	0.8468	0.7102	0.8468	0.7813	0.8468	0.7126
	mimic**	0.8913	0.7356	0.8913	0.7128	0.8913	0.7169
	i2b2 + mimic***	0.8808	0.7265	0.8808	0.7417	0.8808	0.7207
LR	i2b2	0.8342	0.6854	0.8342	0.7321	0.8342	0.6823
	mimic	0.8587	0.6811	0.8587	0.6810	0.8587	0.6799
	i2b2 + mimic	0.8748	0.7239	0.8748	0.7341	0.8748	0.7216
RF	i2b2	0.8491	0.7121	0.8491	0.7739	0.8491	0.7106
	mimic	0.9315	0.8151	0.9006	0.7056	0.9006	0.7252
	i2b2 + mimic	0.8908	0.7257	0.8908	0.6928	0.8908	0.6987
SVM	i2b2	0.8120	0.6695	0.8120	0.7357	0.8120	0.6658
	mimic	0.8424	0.6315	0.8424	0.6026	0.8424	0.6074
	i2b2 + mimic	0.8760	0.7230	0.8760	0.7402	0.8760	0.7199

^*indicates using i2b2 training data only;

^** indicates using mimic training data only;

^***indicates using a combination of both i2b2 and mimic training data.