Table 8.

Summary of results for tasks diagnosis codes prediction, mortality prediction, and readmission prediction. We report on FFN and GRU networks, and on data input CUI only and CUI+CCS, where applicable

Task	Architecture	AUC-ROC
Diagnosis codes prediction	FFN	0.911 (CUI only)
		0.913 (CUI+CCS)
	GRU	0.8721 (CUI+CCS)
Mortality prediction	FFN	0.8709 (CUI+CCS)
	GRU	0.9247 (CUI+CCS)
30-day readmission prediction	FFN	0.717 (CUI only)
		0.719 (CUI+CCS)
	GRU	0.5335 (CUI+CCS)