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In-hospital mortality prediction

Train Test
Negative 2847401 513525
Positive 61013 9683

Decompensation prediction

Train Test
Negative 15480 2862
Positive 2423 374

Length of stay

Bucket (hours) Number of samples
0-1 790124
1-2 503468
2-3 316788
3-4 215026
4-5 158981
5-6 124137
6-7 100898
7-8 84255
8-14 312162
14+ 319594

Phenotype classification

Phenotype Number of samples
Acute and unspecified renal failure 6305
Acute cerebrovascular disease 2155
Acute myocardial infarction 3019
Cardiac dysrhythmias 9423
Chronic kidney disease 3954
Chronic obstructive pulmonary disease and bronchiectasis 3866
Complications of surgical procedures or medical care 6071
Conduction disorders 2113
Congestive heart failure; nonhypertensive 7885
Coronary atherosclerosis and other heart disease 9434
Diabetes mellitus with complications 2840
Diabetes mellitus without complication 5584
Disorders of lipid metabolism 8479
Essential hypertension 12236
Fluid and electrolyte disorders 7851
Gastrointestinal hemorrhage 2119
Hypertension with complications and secondary hypertension 3942
Other liver diseases 2573
Other lower respiratory disease 1478
Other upper respiratory disease 1185
Pleurisy; pneumothorax; pulmonary collapse 2513
Pneumonia (except that caused by tuberculosis or sexually transmitted disease) 4094
Respiratory failure; insufficiency; arrest (adult) 5282
Septicemia (except in labor) 4198
Shock 2279
Phenotype Prevalence
Acute and unspecified renal failure 0.21511
Acute cerebrovascular disease 0.07352
Acute myocardial infarction 0.10300
Cardiac dysrhythmias 0.32148
Chronic kidney disease 0.13490
Chronic obstructive pulmonary disease and bronchiectasis 0.13190
Complications of surgical procedures or medical care 0.20712
Conduction disorders 0.07209
Congestive heart failure; nonhypertensive 0.26901
Coronary atherosclerosis and other heart disease 0.32186
Diabetes mellitus with complications 0.09689
Diabetes mellitus without complication 0.19051
Disorders of lipid metabolism 0.28928
Essential hypertension 0.41745
Fluid and electrolyte disorders 0.26785
Gastrointestinal hemorrhage 0.07229
Hypertension with complications and secondary hypertension 0.13449
Other liver diseases 0.08778
Other lower respiratory disease 0.05042
Other upper respiratory disease 0.04043
Pleurisy; pneumothorax; pulmonary collapse 0.08574
Pneumonia (except that caused by tuberculosis or sexually transmitted disease) 0.13967
Respiratory failure; insufficiency; arrest (adult) 0.18021
Septicemia (except in labor) 0.14322
Shock 0.07775