Table 1 The 17 selected clinical variables. The second column shows the source table(s) of a variable from MIMIC-III database. The third column lists the “normal” values we used in our baselines during the imputation step, and the fourth column describes how our LSTM-based baselines treat the variables.
From: Multitask learning and benchmarking with clinical time series data
Variable | MIMIC-III table | Impute value | Modeled as |
|---|---|---|---|
Capillary refill rate | chartevents | 0.0 | categorical |
Diastolic blood pressure | chartevents | 59.0 | continuous |
Fraction inspired oxygen | chartevents | 0.21 | continuous |
Glascow coma scale eye opening | chartevents | 4 spontaneously | categorical |
Glascow coma scale motor response | chartevents | 6 obeys commands | categorical |
Glascow coma scale total | chartevents | 15 | categorical |
Glascow coma scale verbal response | chartevents | 5 oriented | categorical |
Glucose | chartevents, labevents | 128.0 | continuous |
Heart Rate | chartevents | 86 | continuous |
Height | chartevents | 170.0 | continuous |
Mean blood pressure | chartevents | 77.0 | continuous |
Oxygen saturation | chartevents, labevents | 98.0 | continuous |
Respiratory rate | chartevents | 19 | continuous |
Systolic blood pressure | chartevents | 118.0 | continuous |
Temperature | chartevents | 36.6 | continuous |
Weight | chartevents | 81.0 | continuous |
pH | chartevents, labevents | 7.4 | continuous |
