Table 3.

Phenotype-wise classification performance in terms of AUROC

S.No.	Phenotype	LSTM-Multi	TimeNet-48	TimeNet-All	TimeNet-48-Eps	TimeNet-All-Eps
1	Acute and unspecified renal failure	0.8035	0.7861	0.7887	0.7912	0.7941
2	Acute cerebrovascular disease	0.9089	0.8989	0.9031	0.8986	0.9033
3	Acute myocardial infarction	0.7695	0.7501	0.7478	0.7533	0.7509
4	Cardiac dysrhythmias	0.684	0.6853	0.7005	0.7096	0.7239
5	Chronic kidney disease	0.7771	0.7764	0.7888	0.7960	0.8061
6	Chronic obstructive pulmonary disease and bronchiectasis	0.6786	0.7096	0.7236	0.7460	0.7605
7	Complications of surgical procedures or medical care	0.7176	0.7061	0.6998	0.7092	0.7029
8	Conduction disorders	0.726	0.7070	0.7111	0.7286	0.7324
9	Congestive heart failure; nonhypertensive	0.7608	0.7464	0.7541	0.7747	0.7805
10	Coronary atherosclerosis and other heart disease	0.7922	0.7764	0.7760	0.8007	0.8016
11	Diabetes mellitus with complications	0.8738	0.8748	0.8800	0.8856	0.8887
12	Diabetes mellitus without complication	0.7897	0.7749	0.7853	0.7904	0.8000
13	Disorders of lipid metabolism	0.7213	0.7055	0.7119	0.7217	0.7280
14	Essential hypertension	0.6779	0.6591	0.6650	0.6757	0.6825
15	Fluid and electrolyte disorders	0.7405	0.7351	0.7301	0.7377	0.7328
16	Gastrointestinal hemorrhage	0.7413	0.7364	0.7309	0.7386	0.7343
17	Hypertension with complications and secondary hypertension	0.76	0.7606	0.7700	0.7792	0.7871
18	Other liver diseases	0.7659	0.7358	0.7332	0.7573	0.7530
19	Other lower respiratory disease	0.688	0.6847	0.6897	0.6896	0.6922
20	Other upper respiratory disease	0.7599	0.7515	0.7565	0.7595	0.7530
21	Pleurisy; pneumothorax; pulmonary collapse	0.7027	0.6900	0.6882	0.6909	0.6997
22	Pneumonia	0.8082	0.7857	0.7916	0.7890	0.7943
23	Respiratory failure; insufficiency; arrest (adult)	0.9015	0.8815	0.8856	0.8834	0.8876
24	Septicemia (except in labor)	0.8426	0.8276	0.8140	0.8296	0.8165
25	Shock	0.876	0.8764	0.8564	0.8763	0.8562