Predicting cardiovascular health trajectories in time-series electronic health records with LSTM models

Table 3 Additional metrics used to evaluate each model

Models	Submetric cases	Accuracy	Precision	Recall	F1-score
LSTM	A1C ideal	0.78	0.74	0.68	0.71
	A1C intermediate		0.66	0.66	0.66
	A1C poor		0.87	0.89	0.88
	LDL ideal	0.80	0.83	0.97	0.89
	LDL intermediate		0.46	0.12	0.19
	LDL poor		0.49	0.32	0.38
	BMI ideal	0.91	0.94	0.95	0.94
	BMI intermediate		0.83	0.83	0.83
	BMI poor		0.94	0.94	0.94
	BP ideal	0.65	0.59	0.24	0.34
	BP intermediate		0.53	0.70	0.61
	BP poor		0.78	0.75	0.77
	SMK ideal	0.95	0.97	0.97	0.97
	SMK intermediate		0.86	0.24	0.38
	SMK poor		0.87	0.85	0.86
RF	A1C ideal	0.78	0.77	0.61	0.68
	A1C intermediate		0.64	0.70	0.67
	A1C poor		0.87	0.89	0.88
	LDL ideal	0.79	0.81	0.98	0.89
	LDL intermediate		0.0	0.0	0.0
	LDL poor		0.46	0.35	0.40
	BMI ideal	0.91	0.92	0.94	0.93
	BMI intermediate		0.82	0.81	0.81
	BMI poor		0.95	0.93	0.94
	BP ideal	0.63	0.66	0.06	0.11
	BP intermediate		0.52	0.69	0.59
	BP poor		0.74	0.78	0.76
	SMK ideal	0.93	0.97	0.95	0.96
	SMK intermediate		0.0	0.0	0.0
	SMK poor		0.80	0.85	0.82
LR	A1C ideal	0.78	0.74	0.68	0.71
	A1C intermediate		0.66	0.66	0.66
	A1C poor		0.87	0.89	0.88
	LDL ideal	0.79	0.83	0.96	0.89
	LDL intermediate		0.45	0.16	0.24
	LDL poor		0.47	0.27	0.34
	BMI ideal	0.91	0.94	0.94	0.94
	BMI intermediate		0.83	0.83	0.83
	BMI poor		0.94	0.94	0.94
	BP ideal	0.65	0.55	0.26	0.36
	BP intermediate		0.54	0.62	0.58
	BP poor		0.75	0.79	0.77
	SMK ideal	0.95	0.96	0.97	0.97
	SMK intermediate		0.80	0.16	0.27
	SMK poor		0.86	0.83	0.85

ISSN: 1472-6947