Table 1 The 24 clinical covariates modeled in MedGP
From: Sparse multi-output Gaussian processes for online medical time series prediction
Type | Covariate | Sepsis | Neoplasms | Heart Failure | MIMIC-III |
|---|---|---|---|---|---|
Vital | Respiratory rate (RR) | 87,076 | 493,964 | 147,445 | 291,466 |
Vital | Heart rate (HR) | 96,317 | 527,989 | 227,951 | 294,746 |
Vital | Systolic blood pressure (SBP) | 84,909 | 447,666 | 104,129 | 124,587 |
Vital | Body temperature (Temp) | 80,597 | 364,286 | 94,468 | 56,533 |
Lab | Blood urea nitrogen (BUN) | 12,528 | 71,825 | 21,751 | 25,102 |
Lab | Carbon dioxide (CO2) | 12,672 | 72,784 | 21,844 | 20,979 |
Lab | Calcium level | 10,388 | 66,051 | 18,867 | 20,568 |
Lab | Chloride | 10,100 | 68,534 | 21,421 | 26,248 |
Lab | Creatinine | 12,689 | 72,928 | 21,889 | 25,237 |
Lab | Glucose point-of-care (Glucose POC) | 20,444 | 170,872 | 54,239 | 24,196 |
Lab | Hematocrit (Hct) | 12,752 | 74,060 | 22,035 | 24,810 |
Lab | Hemoglobin (Hgb) | 13,005 | 75,646 | 27,891 | 21,226 |
Lab | Mean cell hemoglobin (MCH) | 12,587 | 69,736 | 18,379 | 20,877 |
Lab | Mean cell hemoglobin concentration (MCHC) | 12,577 | 69,682 | 18,359 | 20,885 |
Lab | Mean cell volume (MCV) | 12,587 | 69,751 | 18,380 | 20,875 |
Lab | International normalization ratio (INR) | 5,733 | 38,810 | 17,005 | 15,735 |
Lab | Prothrombin time (PT) | 5,722 | 38,844 | 17,007 | 15,734 |
Lab | Partial thromboplastin time (PTT) | 5,872 | 41,894 | 19,596 | 17,185 |
Lab | Platelet | 12,586 | 69,945 | 18,367 | 21,395 |
Lab | Potassium level | 12,830 | 77,395 | 28,470 | 27,200 |
Lab | Red blood cell (RBC) | 12,600 | 69,776 | 18,387 | 20,876 |
Lab | Red cell distribution width (RDW) | 12,580 | 69,757 | 18,381 | 20,877 |
Lab | Sodium level | 12,848 | 78,617 | 28,597 | 26,383 |
Lab | White blood cell (WBC) | 12,581 | 69,950 | 18,384 | 20,960 |