Table 5.

Cross-Frame Per Category Performance Evaluation of System for Element Classifier

	Precision (%)			Recall (%)			F1 (%)
	GloVe	MIMIC-III	GloVe +MIMIC-III	GloVe	MIMIC-III	GloVe +MIMIC-III	GloVe	MIMIC-III	GloVe +MIMIC-III
Extent3	90.91	88.24	90.91	95.24	95.24	95.24	93.02	91.60	93.02
Stage4	72.34	67.31	64.81	75.56	77.78	77.78	73.91	72.16	70.71
Patient2,3,4	83.75	79.21	81.91	87.78	88.89	85.56	85.71	83.77	83.70
Histology2	69.39	62.75	68.09	85.00	80.00	80.00	76.40	70.33	73.56
Malignancy4	82.35	85.00	81.82	63.64	77.27	81.82	71.79	80.95	81.82
Location2,3,4	79.69	73.55	79.13	76.40	78.76	80.53	78.01	76.07	79.82
Family_history2	75.00	74.12	76.74	78.95	82.89	86.84	76.92	78.26	81.48
Status2,3,4	78.76	71.64	71.60	73.86	79.67	76.35	76.23	75.44	73.90
Size4	66.67	57.89	61.11	71.43	78.57	78.57	68.97	66.67	68.75
Polarity1	70.73	54.90	65.91	69.05	66.67	69.05	69.88	60.22	67.44
Resectability4	46.15	35.00	45.00	46.15	53.85	69.23	46.15	42.42	54.55
Certainty1	59.65	45.56	48.89	40.96	49.40	53.01	48.57	47.4	50.87
Datetime1	23.08	50.00	66.67	15.00	60.00	70.00	18.18	54.55	68.29
Complication3	100.000	55.56	83.33	23.08	38.46	38.46	37.50	45.45	52.63
Morphology4	30.00	50.00	28.57	33.33	33.33	22.22	31.58	40.00	25.00
Sizetrend4	50.00	20.00	37.50	16.67	16.67	50.00	25.00	18.18	42.86
Recurrence4	0	50.00	100.00	0	25.00	25.00	0	33.33	40.00
Agent3	0	0	0	0	0	0	0	0	0
MarginStatus4	0	0	0	0	0	0	0	0	0
Quantity4	0	0	0	0	0	0	0	0	0
Result3	0	0	0	0	0	0	0	0	0

Superscripts indicate frame(s) associated with element (see Table 1 for more details):

¹CANCER_MASTER_FRAME

²CANCER_MASTER_FRAME

³CANCER_THERAPEUTIC_PROCEDURE

⁴TUMOR_DESCRIPTION