Table 6 Detailed variables were used as inputs to the proposed model
Variables related to specific category | Variables | Variables values (if applicable) |
|---|---|---|
Demographics | Age | |
Demographics | Gender | |
Demographics | Race | |
Process mining | EventCount | |
Process mining | TokenCount | |
Process mining | Marking | |
Process mining | LinearDecay | |
Process mining | LinearDecay_mean | |
Process mining | ExpDecay_max | |
Process mining | LogDecay_mean | |
Comorbidities | Hypertension | |
Comorbidities | Diabetes | |
Comorbidities | Heart Disease | |
Comorbidities | COPD | |
Comorbidities | Stroke | |
Comorbidities | Cerebrovascular Disease | |
Comorbidities | Cancer | |
Comorbidities | Respiratory Problems | |
Comorbidities | Chronic Kidney Disease | |
Comorbidities | Tuberculosis | |
Location | COVID-4 | |
Location | COVID-2 | |
Location | MEDICAL INTENSIVE | |
Location | FAMILYMEDICINE | |
Location | MICU-2 | |
Location | MED SERVICE A | |
Location | MED SERVICE D | |
Location | MED SERVICE C | |
Location | MED SERVICE B | |
Location | MiCU-1 | |
Location | MED SERVICE E | |
Location | COVID-5 | |
Location | COVID MICU-3 | |
Location | MED HEMATOLOGY | |
Location | MED HEPATOLOGY/LIVER | |
Location | MED SICKLE CELL | |
Location | COVID MICU-5 | |
Location | ORGAN TRANSPLANT | |
Location | MED ONCOLOGY | |
Location | COVID MICU-4 | |
Location | STEM CELL TRANSPLANT | |
Location | PED PREADMIT ONLY | |
Location | COVID-6 | |
Location | SURGERY GENERAL | |
Location | NEUROSURGERY | |
Location | MED CARDIO | |
Location | CORONARY CARE UNIT | |
Location | NEUROLOGY | |
Location | MED PREAD ONLY | |
Location | MED GI | |
Encounters | Inpatient | |
Encounters | UIH ER | |
Encounters | death | |
Encounters | PREADMIT | |
Encounters | ER OB | |
Encounters | 5 W PEDS | |
Encounters | disch | |
Procedure reports | RADRPT | |
Procedure reports | ECG Measurements and Interpretation | |
Procedure reports | Echo Transthoracic | |
Procedure reports | Pathology Report | |
Procedure reports | Echo Transesophageal | |
Lab | (1,3)-BETA-D-GLUCAN | Normal |
Lab | (1,3)-BETA-D-GLUCAN INTERPRETATION | Normal |
Lab | % BASOPHIL | Normal |
Lab | % EOSINOPHIL | Normal |
Lab | % LYMPHOCYTE | Normal |
Lab | % MONOCYTE | Normal |
Lab | % NEUTROPHIL | Normal |
Lab | % TRANSFERRIN SAT | Normal, LOW, HI |
Lab | A. GALACTOMANNAN AG | Normal |
Lab | A. GALACTOMANNAN INDEX | Normal |
Lab | A1ANTITRYP | Normal |
Lab | ABO/RH(D) | No flag |
Lab | ABS CD19 | Normal, LOW |
Lab | ABS CD3 | Normal, LOW |
Lab | ABS CD3/CD4 | LOW |
Lab | ABS CD3/CD8 | Normal,LOW |
Lab | ABS CD56 | Normal,LOW,HI |
Lab | Abs Retic | Normal,HI |
Lab | ABSOLUTE BAND NEUTROPHIL (MANUAL DIFF) | Normal |
Lab | ABSOLUTE BASOPHIL (MANUAL DIFF) | HI |
Lab | ABSOLUTE EOSINOPHIL (MANUAL DIFF) | Normal, HI |
Lab | ABSOLUTE LYMPHOCYTE (MANUAL DIFF) | Normal, LOW, HI |
Lab | ABSOLUTE MONOCYTE (MANUAL DIFF) | Normal, LOW, HI |
Lab | ABSOLUTE NEUTROPHILS (MANUAL DIFF) | Normal, HI |
Lab | ACETAMINOPHEN | LOW |
Lab | ACT BICARB | Normal, LOW, HI |
Lab | ADAMTS13 | LOW |
Lab | ADDITIONAL TESTING | Normal |
Lab | ADENOVIRUS | Normal |
Lab | ADENOVIRUS QUANT BY PCR | Normal |
Lab | AEROMONAS/PLEISOMONAS SCREEN | Normal |
Lab | ALB CONC | Normal |
Lab | ALBUMIN | Normal, LOW |
Lab | Alcohol, Urn Screen | Normal |
Lab | ALK PHOS | Normal, LOW, HI |
Lab | ALT(SGPT) | Normal, LOW, HI |
Lab | amd | LOW |
Lab | AMMONIA | HI |
Lab | AMORPHOUS | Normal |
Lab | AMPHETAMINES-UR | Normal |
Lab | Amphetamines, Urn Screen | Normal |
Lab | AMYLASE | HI |
Lab | ANION GAP | Normal, HI |
Lab | ANISOCYTOSIS | Normal |
Lab | ANTI NUCLEAR AB | Normal |
Lab | ANTI-HB CORE IGM | Normal |
Lab | ANTI-MITOCHONDRIAL IGG | Normal |
Lab | ANTI-SMOOTHMUSCLE | Normal |
Lab | ANTIBODY SCREEN | No flag |
Lab | ASPERGILLUS AB BY ID | Normal |
Lab | AST(SGOT) | Normal, LOW, HI |
Lab | ATYPICAL BACTERIAL PNEUMONIA | Normal |
Lab | B-NATRIURETIC PEPTIDE | Normal, HI |
Lab | BAND NEUTROPHIL | Normal |
Lab | BARBITURATES-UR | Normal |
Lab | Barbiturates, Urn Screen | Normal |
Lab | BASE EXCESS | Normal |
Lab | BASO | Normal |
Lab | BASOPHILS | Normal, HI |
Lab | Benzodiazepines, Urn Screen | Normal |
Lab | BENZODIAZPINE-UR | Normal |
Lab | BETAHYDROXYBUTYRIC ACID | Normal, HI |
Lab | BF ALBUMIN | Normal |
Lab | BF BILIRUBIN | Normal |
Lab | BF GLUCOSE | Normal |
Lab | BF LDH | Normal |
Lab | BF LYMPH | Normal |
Lab | BF MACROS/MONOS | Normal |
Lab | BF MESO | Normal |
Lab | BF NEUT | Normal |
Lab | BF TOTAL PROTEIN | Normal |
Lab | BF-RBC | Normal, HI |
Lab | BF-WBC | Normal |
Lab | BILIRUBIN, DIRECT | Normal, HI |
Lab | BILIRUBIN,TOTAL | Normal, HI |
Lab | BKV QUANT BY PCR | Normal |
Lab | BKV RT SPECIMEN | Normal |
Lab | Blastomyces AB | Normal |
Lab | BLASTOMYCES INTERPRETATION | Normal |
Lab | BLASTOMYCES RESULT | Normal |
Lab | BLASTOMYCES SPECIMEN | Normal |
Lab | Bordetella parapertussis | Normal |
Lab | BORDETELLA PERTUSSIS | Normal |
Lab | BRPR | ABN |
Lab | BUDDING YEAST | Normal |
Lab | BUN | Normal, LOW, HI |
Lab | BUN/CREAT RATIO | Normal, LOW, HI |
Lab | BURR CELLS | Normal |
Lab | C DIFFICILE RT PCR | Normal |
Lab | C-REACTIVE PROTEIN | Normal, HI |
Lab | CALCIUM | Normal, LOW, HI |
Lab | CALPROTECTIN, FECAL | HI |
Lab | CAMPYLOBACTER GROUP BY PCR | Normal |
Lab | CARBMAZPNE, UNBOUND | Normal |
Lab | CD19%, TOTAL B CELLS | Normal, HI |
Lab | CD3/CD4%, HELPER T | Normal, LOW |
Lab | CD3/CD8%, SUP T CELLS | Normal, HI |
Lab | CD3%, TOTAL T CELLS | Normal, LOW |
Lab | CD4 COMMENT | Normal |
Lab | CD56% | Normal, HI |
Lab | CDASU 9A Comments | Normal |
Lab | CEA | HI |
Lab | CERULOPLASMIN | LOW |
Lab | CHK | No flag |
Lab | CHLAMYDIA PNEUMONIAE | Normal |
Lab | CHLORIDE | Normal, LOW, HI |
Lab | CHOLESTEROL | Normal, HI |
Lab | CK MACRO TYPE I | Normal |
Lab | CK MACRO TYPE II | Normal |
Lab | CK TOTAL | Normal |
Lab | CK-BB | Normal |
Lab | CK-MB | Normal |
Lab | CK-MM | Normal |
Lab | CLARITY | Normal |
Lab | CLUMPED PLATELETS | Normal |
Lab | CMV QUANT BY PCR | Normal |
Lab | CO2 CONTENT | Normal, LOW, HI |
Lab | COCAINE-URINE | Normal |
Lab | Cocaine, Urn Screen | Normal |
Lab | COLOR | Normal |
Lab | COMPLEMENT C3 | LOW |
Lab | COMPLEMENT C4 | Normal |
Lab | COPPER | HI |
Lab | Coronavirus 19 | Normal, ABN |
Lab | CORONAVIRUS 229E | Normal |
Lab | CORONAVIRUS HKU1 | Normal |
Lab | CORONAVIRUS NL63 | Normal |
Lab | CORONAVIRUS OC43 | Normal |
Lab | CPK | Normal, LOW, HI |
Lab | CREAT CONC | Normal |
Lab | CREATININE | Normal, LOW, HI |
Lab | Creatinine, Urn Screen | Normal |
Lab | CROSSMATCH | No flag |
Lab | CYTOPLASMIC STAINING | Normal |
Lab | D-DIMER | Normal, HI, CRIT |
Lab | DIFF METHOD | Normal |
Lab | DIFFERENTIAL METHOD | Normal |
Lab | DOHLE BODIES | Normal |
Lab | EBV QUANT BY PCR | Normal, ABN |
Lab | EOS | Normal, HI |
Lab | EOSINOPHIL | Normal, HI |
Lab | Estimated Creat Clearance | No flag, LOW |
Lab | Estimated GFR | No flag |
Lab | ETHANOL | Normal |
Lab | FENTANYL QUANT URINE | Normal |
Lab | FERRITIN | Normal, LOW, HI |
Lab | FIBRINOGEN | Normal, HI |
Lab | FINE GRAN CAST | HI |
Lab | FK506/TACROLIMUS | Normal |
Lab | Flu A (POCT) | Normal |
Lab | FLU A H1 SEASONAL | Normal |
Lab | FLU A H1N1 2009 | Normal, ABN |
Lab | FLU B | Normal |
Lab | Flu B (POCT) | Normal |
Lab | FOLATE | Normal |
Lab | FREE T4 | Normal, LOW |
Lab | GLUCOSE | Normal, LOW, HI, CRIT |
Lab | GLUCOSE (POCT) | Normal, LOW, HI, CRIT |
Lab | HAPTOGLOBIN | Normal, HI |
Lab | HCT | Normal, LOW, HI |
Lab | HCV REAL TIME PCR | Normal |
Lab | HDL | Normal, LOW |
Lab | HELP/SUPP RATIO | Normal |
Lab | Hemoglobin—POCT | LOW |
Lab | HEMOGLOBIN A2 | Normal |
Lab | HEMOGLOBIN F | Normal, HI |
Lab | HEP A IGM AB | Normal |
Lab | HEP B CORE AB,TOTAL | Normal |
Lab | HEP B SURF AB,QUANT | Normal |
Lab | HEP B SURFACE AG | Normal |
Lab | HEP C ANTIBODY | Normal, ABN |
Lab | HGB | Normal, LOW, HI |
Lab | HGB A | Normal |
Lab | HGB A1C | Normal, HI |
Lab | HGB C | Normal |
Lab | HGB S | Normal |
Lab | HISTOPLASMA INTERPRETATION | Normal |
Lab | HISTOPLASMA RESULT | Normal |
Lab | HISTOPLASMA SPECIMEN | Normal |
Lab | HIV 1 Antibody | Normal |
Lab | HIV 1 Antigen | Normal |
Lab | HIV 2 Antibody | Normal |
Lab | HIV Antigen and Antibody Screen NC | Normal |
Lab | HIV1AB | Normal |
Lab | HIV1AG | Normal |
Lab | HIV2AB | Normal |
Lab | HOWELL JOLLY | Normal |
Lab | HSV TYPE I | Normal |
Lab | HSV TYPE II | Normal |
Lab | HUMAN METAPNEUMOVIRUS | Normal |
Lab | HUMAN RHINOVIRUS/ENTEROVIRUS | Normal |
Lab | HVABAG | Normal |
Lab | HYALINE CAST | Normal |
Lab | HYPOCHROMASIA | Normal |
Lab | IGA | Normal, LOW, HI |
Lab | IGG | Normal, LOW |
Lab | IGM | Normal, LOW, HI |
Lab | IMMUNOFIX SERUM | Normal |
Lab | Influenza A Equivocal (Inconclusive) | Normal |
Lab | INFLUENZA A, H3 SUBTYPE | Normal |
Lab | Influenza A, No Subtype Detected | Normal |
Lab | INR | Normal, HI, CRIT |
Lab | INTERLEUKIN 6 | Normal, HI |
Lab | INTERPRETATION | Normal |
Lab | IONIZED CALCIUM | Normal, LOW |
Lab | IRON | Normal, LOW, HI |
Lab | Issue Date/Time | No flag |
Lab | LACTIC ACID | Normal, LOW, HI, CRIT |
Lab | LARGE PLATELETS | Normal |
Lab | LDH | Normal, HI |
Lab | LDL, CALCULATED | Normal, HI |
Lab | LEGIONELLA AG, UR | Normal |
Lab | LEUK ESTERASE | Normal, ABN |
Lab | LEVETIRACETAM LEVEL | LOW |
Lab | LIPASE | Normal, LOW, HI |
Lab | LITHIUM | Normal |
Lab | LYMPH | Normal, LOW, HI |
Lab | LYMPHOCYTE | Normal, LOW, HI |
Lab | MACROCYTOSIS | Normal |
Lab | MAGNESIUM | Normal, LOW ,HI |
Lab | MARIJUANA-URINE | Normal, ABN |
Lab | Marijuana, Urn Screen (THC, Urn, Screen) | Normal |
Lab | MCH | Normal, LOW, HI |
Lab | MCHC | Normal, LOW |
Lab | MCV | Normal, LOW, HI |
Lab | MEAS O2 SAT-MV | Normal, LOW, HI |
Lab | META | HI |
Lab | Methadone, Urn Screen | Normal |
Lab | METHANOL | Normal |
Lab | MICROALB/CREAT RATIO | HI |
Lab | MICROCYTOSIS | Normal |
Lab | MITOGEN MINUS NIL | Normal |
Lab | MONO | Normal, LOW, HI |
Lab | MONOCYTE | Normal, LOW, HI |
Lab | MPV | Normal, LOW, HI |
Lab | MRSA Transcribed Result | No flag |
Lab | MUCUS | Normal |
Lab | MYELO | HI |
Lab | NEUT | Normal, LOW, HI |
Lab | NEUTROPHIL | Normal, LOW, HI |
Lab | NIL (NEGATIVE CONTROL) | Normal |
Lab | NITRITE | Normal, ABN |
Lab | NON FENTANYL URINE | Normal |
Lab | Non-HDL Chol | No flag |
Lab | NOROVIRUS GI/GII BY PCR | Normal |
Lab | NUCLEATED RBC'S | Normal |
Lab | O2 SAT | Normal, LOW, HI |
Lab | O2 SAT MEASURED | Normal, LOW |
Lab | OPIATE HYDROCODONE | Normal |
Lab | OPIATE ACETYL MORPHINE | Normal |
Lab | OPIATE CODEINE | Normal |
Lab | OPIATE HYDROMORPHONE | Normal |
Lab | OPIATE MORPHINE | Normal |
Lab | OPIATE OXYCODONE | Normal |
Lab | OPIATE OXYMORPHONE | Normal |
Lab | OPIATES NORHYDROCODONE | Normal |
Lab | OPIATES NOROXYCODONE | Normal |
Lab | OPIATES NOROXYMORPHONE | Normal |
Lab | OPIATES-URINE | Normal, ABN |
Lab | Opiates, Urn Screen | Normal |
Lab | OVA AND PARASITES EXAM | Normal |
Lab | OVALOCYTES | Normal |
Lab | PARA1 | Normal |
Lab | PARA2 | Normal |
Lab | PARA3 | Normal |
Lab | PARA4 | Normal |
Lab | PARVOVIRUS QUANT BY PCR | Normal |
Lab | PCO2 | Normal, LOW, HI, CRIT |
Lab | PCT FREE CARB | Normal |
Lab | PERFORMING LAB | Normal |
Lab | PH | Normal, LOW, HI |
Lab | PHENCYCLIDINE UR | Normal |
Lab | Phencyclidine, Urn Screen | Normal |
Lab | PHENYTOIN FREE | Normal |
Lab | PHENYTOIN TOTAL | Normal, LOW |
Lab | PHOSPHORUS | Normal, LOW, HI, CRIT |
Lab | PLT | Normal, LOW, HI, CRIT |
Lab | PLT ESTIMATE | Normal |
Lab | PO2 | Normal, LOW, HI |
Lab | POIKILOCYTOSIS | Normal |
Lab | POLYCHROMASIA | Normal |
Lab | POTASSIUM | Normal, LOW,HI, CRIT |
Lab | PRO BNP,NT | Normal, HI |
Lab | PROCALCITONIN | Normal |
Lab | Product Code | No flag |
Lab | Product Identification | No flag |
Lab | PROLACTIN | Normal |
Lab | Propoxyphene, Urn Screen | Normal |
Lab | PROT/CREAT RATIO | Normal |
Lab | PROTHROMBIN TIME | Normal, HI |
Lab | PTH-INTACT | HI |
Lab | PTT | Normal, LOW, HI, CRIT |
Lab | QTBG INTERPRETATION | Normal |
Lab | QUANTIFERON TB RESULT | Normal |
Lab | RBC | Normal, LOW, HI |
Lab | RDW | Normal, HI |
Lab | REACTIVE LYMPHS | Normal |
Lab | RESPIRATORY PCR PANEL SPECIMEN SOURCE | Normal |
Lab | RESPIRATORY SYNCYTIAL VIRUS | Normal |
Lab | RETIC COUNT | Normal, HI |
Lab | ROTAVIRUS A BY PCR | Normal |
Lab | SALICYLATE | Normal |
Lab | SALMONELLA SPECIES BY PCR | Normal |
Lab | SARS-CoV-2 IGG AB | Normal, ABN |
Lab | SCHISTOCYTES | Normal |
Lab | SED RATE-WEST | Normal, HI |
Lab | SEND OUT RESULT: | Normal |
Lab | SEND OUT TEST: | Normal |
Lab | SERUM ALB ELECT | Normal |
Lab | SERUM ALPHA 1 | Normal |
Lab | SERUM ALPHA 2 | Normal |
Lab | SERUM BETA | Normal |
Lab | SERUM GAMMA | Normal |
Lab | SERUM HCG | Normal |
Lab | SERUM OSMOLALITY | Normal, LOW, HI, CRIT |
Lab | SERUM TOTAL PROTEIN | Normal |
Lab | SFIX ENHANCED REPORT | Normal |
Lab | SHIGA TOXIN 1 BY PCR | Normal |
Lab | SHIGA TOXIN 2 BY PCR | Normal |
Lab | SHIGELLA SPECIES BY PCR | Normal |
Lab | SICKLE CELLS | Normal |
Lab | SODIUM | Normal, LOW, HI |
Lab | SPECIMEN SOURCE | Normal |
Lab | SPECIMEN TYPE | Normal |
Lab | SPHEROCYTES | Normal |
Lab | SQUAMOUS EPI'S | Normal, HI |
Lab | Status Information | No flag |
Lab | STREPTOCOCCUS PNEUMONIAE AG, URINE | Normal |
Lab | SYPHILIS FOLLOW UP, RPR QUANT | Normal |
Lab | TARGET CELLS | Normal |
Lab | TB AG MINUS NIL | Normal |
Lab | TB SCR COMMENT | Normal |
Lab | TB2 AG MINUS NIL | Normal |
Lab | TEARDROPS | Normal |
Lab | TOTAL CARB | Normal |
Lab | TOTAL IRON BINDING | Normal, LOW, HI |
Lab | TOTAL PROTEIN | Normal, LOW, HI |
Lab | Total Syphilis Antibody IGG and IGM | ABN |
Lab | TOXIC VACUOLIZATION | Normal |
Lab | TRANS EPI CELLS | Normal, HI |
Lab | TRANSFERRIN | Normal, LOW |
Lab | Treponema pallidum Antibody by TP-PA | Normal |
Lab | TRIGLYCERIDE | Normal, HI |
Lab | TROPONIN I | Normal, HI, CRIT |
Lab | TSH | Normal, LOW, HI |
Lab | Unit Blood Type | No flag |
Lab | Unit Number | No flag |
Lab | UR CHLORIDE-RANDOM | Normal |
Lab | UR CREATININE | Normal |
Lab | UR OSMOLALITY | Normal, LOW, HI |
Lab | UR PH | Normal |
Lab | UR POTASSIUM-RANDOM | Normal |
Lab | UR SODIUM-RANDOM | Normal |
Lab | UR TOTAL PROTEIN | Normal |
Lab | UR UREA N-RANDOM | Normal |
Lab | URIC ACID | Normal, LOW, HI |
Lab | Urine bacteria | ABN |
Lab | URINE BILIRUB | Normal |
Lab | URINE BLOOD | Normal,ABN |
Lab | URINE CLARITY | Normal |
Lab | URINE COLOR | Normal |
Lab | URINE GLUCOSE | Normal,ABN |
Lab | URINE HCG | Normal |
Lab | URINE KETONES | Normal,ABN |
Lab | Urine pregnancy test—POCT | No flag |
Lab | URINE PROTEIN | Normal,ABN |
Lab | Urine RBC's | Normal,HI |
Lab | URINE SP GRAV | Normal,HI |
Lab | Urine WBC's | Normal,HI |
Lab | UROBILINOGEN | Normal,HI |
Lab | VANCOMYCIN-RANDOM | Normal |
Lab | VIBRIO GROUP BY PCR | Normal |
Lab | VITAMIN B1 | Normal |
Lab | VITAMIN B12 | Normal,HI |
Lab | VITAMIN D (25 OH) | LOW |
Lab | Volume | No flag |
Lab | WAXY CAST | Normal |
Lab | WBC | Normal,LOW,HI |
Lab | WBC CLUMPS | Normal |
Lab | WHOLE BLOOD GLUC | Normal,HI,CRIT |
Lab | WHOLE BLOOD HGB | Normal,LOW |
Lab | WHOLE BLOOD K | Normal,LOW,HI,CRIT |
Lab | WHOLE BLOOD NA | Normal,LOW,HI |
Lab | YERSINIA ENTEROCOLITICA BY PCR | Normal |
Lab | ZINC, BLOOD | Normal |
Vit | BMI | ok |
Vit | BP diastolic | ok |
Vit | BP systolic | ok |
Vit | Pulse rate | ok |
Vit | Respiratory rate | ok |
Vit | SPO2 | ok,crit |
Vit | Temp (DegC) | ok,crit |