. Author manuscript; available in PMC: 2019 Sep 1.

Published in final edited form as: IEEE J Biomed Health Inform. 2017 Oct 27;22(5):1589–1604. doi: 10.1109/JBHI.2017.2767063

Table IV.

Outcome prediction tasks in Deep EHR projects.

Outcome Type	Outcome	Model
Static	Heart Failure	MLP [18]
	Hypertension	CNN [41]
	Infections	RBM [42]
	Osteoporosis	DBN [43]
	Suicide risk stratification	RBM [23]
Temporal	Cardiovascular, Pulmonary	CNN [44]
	Diabetes, Mental Health	LSTM [20]
	Re-admission	TCNN [19]
	Heart Failure	GRU [21], [38]
	Renal	RNN [47]
	Postoperative Outcomes	LSTM [46]
	Multi-outcome (78 ICD codes)	AE [14]
	Multi-outcome (128 ICD codes)	LSTM [45]