statistics.md

Decompensation prediction

	Train	Test
Negative	2847401	513525
Positive	61013	9683

In-hospital mortality prediction

	Train	Test
Negative	15480	2862
Positive	2423	374

Length of stay prediction

Train	Test
2925434	525912

Bucket (hours)	Train	Test
0-1	790124	139650
1-2	503468	90477
2-3	316788	56293
3-4	215026	38795
4-5	158981	28542
5-6	124137	22226
6-7	100898	18077
7-8	84255	15145
8-14	312162	55997
14+	319594	60710

Phenotype classification

Train	Test
35621	6281

Phenotype	Type	Train Prevalence	Test Prevalence
Acute and unspecified renal failure	acute	0.214	0.212
Acute cerebrovascular disease	acute	0.075	0.066
Acute myocardial infarction	acute	0.103	0.108
Cardiac dysrhythmias	mixed	0.321	0.323
Chronic kidney disease	chronic	0.134	0.132
Chronic obstructive pulmonary disease	chronic	0.131	0.126
Complications of surgical/medical care	acute	0.207	0.213
Conduction disorders	mixed	0.072	0.071
Congestive heart failure; nonhypertensive	mixed	0.268	0.268
Coronary atherosclerosis and related	chronic	0.322	0.331
Diabetes mellitus with complications	mixed	0.095	0.094
Diabetes mellitus without complication	chronic	0.193	0.192
Disorders of lipid metabolism	chronic	0.291	0.289
Essential hypertension	chronic	0.419	0.423
Fluid and electrolyte disorders	acute	0.269	0.265
Gastrointestinal hemorrhage	acute	0.072	0.079
Hypertension with complications	chronic	0.133	0.130
Other liver diseases	mixed	0.089	0.089
Other lower respiratory disease	acute	0.051	0.057
Other upper respiratory disease	acute	0.040	0.043
Pleurisy; pneumothorax; pulmonary collapse	acute	0.087	0.091
Pneumonia	acute	0.139	0.135
Respiratory failure; insufficiency; arrest	acute	0.181	0.177
Septicemia (except in labor)	acute	0.143	0.139
Shock	acute	0.078	0.082