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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
  1. This table includes the total number of observations for each covariate across patients in three disease groups—sepsis, neoplasms, and heart failure—in the HUP data, and the heart failure patients in the MIMIC-III data