# 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 |
