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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