Due to restrictions following results are derived from synthetic data to demonstrate capability of Computational Healthcare. Please do no derive any inferences from results below.

Visits
Adult patients (Age > 20 years)

1,580

Sex Count
Male 820
Female 750
In hospital
Mortality

24.68 %

Length of Stay Distribution
Mean LOS: 25.52 days FQ: 11 days Median: 19 days TQ: 30 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Admission all sources ( N1_a ) followed by Venous catheterization, not elsewhere classified 2nd ( P3893_2 )

Mean ΔT: 12.22 days FQ: 4 days Median: 8 days TQ: 15 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 270
Another hospital 270
Another health facility including LTC 250
Emergency department 260
Unknown 290
Court/Law enforcement 220
Disposition Distribution
Disposition Count
Routine 300
Transfer to short-term hospital 90
Home Health Care 250
Died in hospital 390
Transfer other SNF, ICF, etc. 510
Payer Distribution
Payer Count
Medicare 200
Medicaid 230
Private insurance 220
Self-pay 230
Other payer 250
Unknown payer 210
No charge 220
Race Distribution
Race Count
White 220
Black 230
Hispanic 200
Asian or Pacific Islander 190
Native American 240
Other 220
Race missing, unknown 250
State variation
S1 S2
Count 810 770
Sex : Male 50.6% 53.2%
Sex : Female 48.1% 45.5%
Source : Routine, birth, etc 17.3% 16.9%
Source : Another hospital 16.0% 18.2%
Source : Another health facility including LTC 13.6% 16.9%
Source : Emergency department 14.8% 16.9%
Source : Unknown 19.8% 16.9%
Source : Court/Law enforcement 16.0% 11.7%
Disposition : Routine 17.3% 20.8%
Disposition : Transfer to short-term hospital 3.7% 6.5%
Disposition : Home Health Care 17.3% 13.0%
Disposition : Died in hospital 25.9% 23.4%
Disposition : Transfer other SNF, ICF, etc. 32.1% 32.5%
Payer : Medicare 13.6% 11.7%
Payer : Medicaid 14.8% 14.3%
Payer : Private insurance 14.8% 13.0%
Payer : Self-pay 13.6% 14.3%
Payer : Other payer 14.8% 15.6%
Payer : Unknown payer 12.3% 14.3%
Payer : No charge 13.6% 14.3%
Race : White 13.6% 13.0%
Race : Black 13.6% 15.6%
Race : Hispanic 13.6% 11.7%
Race : Asian or Pacific Islander 11.1% 11.7%
Race : Native American 14.8% 14.3%
Race : Other 13.6% 13.0%
Race : Race missing, unknown 16.0% 15.6%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 400 300 250 250 210 150
Sex : Male 50.0% 50.0% 52.0% 52.0% 57.1% 53.3%
Sex : Female 50.0% 46.7% 44.0% 48.0% 42.9% 46.7%
Source : Routine, birth, etc 20.0% 13.3% 16.0% 16.0% 14.3% 13.3%
Source : Another hospital 17.5% 13.3% 16.0% 16.0% 19.0% 13.3%
Source : Another health facility including LTC 12.5% 16.7% 16.0% 12.0% 14.3% 13.3%
Source : Emergency department 17.5% 16.7% 12.0% 16.0% 14.3% 13.3%
Source : Unknown 17.5% 16.7% 16.0% 20.0% 14.3% 20.0%
Source : Court/Law enforcement 10.0% 13.3% 16.0% 12.0% 14.3% 13.3%
Disposition : Routine 12.5% 16.7% 16.0% 24.0% 23.8% 20.0%
Disposition : Transfer to short-term hospital 5.0% 0% 0% 0% 0% 0%
Disposition : Home Health Care 15.0% 13.3% 12.0% 16.0% 19.0% 13.3%
Disposition : Died in hospital 22.5% 26.7% 24.0% 24.0% 23.8% 20.0%
Disposition : Transfer other SNF, ICF, etc. 40.0% 30.0% 32.0% 28.0% 28.6% 26.7%
Payer : Medicare 10.0% 16.7% 12.0% 12.0% 9.5% 0%
Payer : Medicaid 15.0% 13.3% 12.0% 16.0% 14.3% 0%
Payer : Private insurance 15.0% 13.3% 12.0% 12.0% 14.3% 13.3%
Payer : Self-pay 12.5% 13.3% 20.0% 12.0% 9.5% 0%
Payer : Other payer 12.5% 13.3% 12.0% 20.0% 14.3% 20.0%
Payer : Unknown payer 15.0% 10.0% 12.0% 8.0% 9.5% 0%
Payer : No charge 12.5% 13.3% 12.0% 16.0% 14.3% 13.3%
Race : White 15.0% 13.3% 16.0% 8.0% 9.5% 0%
Race : Black 15.0% 13.3% 12.0% 12.0% 14.3% 13.3%
Race : Hispanic 10.0% 10.0% 12.0% 16.0% 9.5% 13.3%
Race : Asian or Pacific Islander 12.5% 13.3% 8.0% 8.0% 9.5% 0%
Race : Native American 12.5% 13.3% 16.0% 12.0% 14.3% 13.3%
Race : Other 15.0% 13.3% 12.0% 12.0% 14.3% 13.3%
Race : Race missing, unknown 15.0% 13.3% 12.0% 16.0% 14.3% 0%
Age Distribution
Age Count
20 - 39 90
40 - 59 320
60 - 79 600
80 - 99 550
Mean age First quartile Median Third quartile
70.19 years 59 years 72 years 84 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 140 440 650 340
Sex : Male 64.3% 56.8% 50.8% 44.1%
Sex : Female 35.7% 40.9% 47.7% 55.9%
Source : Routine, birth, etc 14.3% 18.2% 18.5% 11.8%
Source : Another hospital 14.3% 15.9% 15.4% 20.6%
Source : Another health facility including LTC 14.3% 13.6% 16.9% 14.7%
Source : Emergency department 0% 15.9% 15.4% 17.6%
Source : Unknown 21.4% 18.2% 18.5% 17.6%
Source : Court/Law enforcement 14.3% 11.4% 13.8% 14.7%
Disposition : Routine 35.7% 27.3% 13.8% 5.9%
Disposition : Transfer to short-term hospital 0% 4.5% 6.2% 0%
Disposition : Home Health Care 14.3% 18.2% 16.9% 5.9%
Disposition : Died in hospital 14.3% 20.5% 24.6% 29.4%
Disposition : Transfer other SNF, ICF, etc. 21.4% 20.5% 33.8% 47.1%
Payer : Medicare 0% 11.4% 12.3% 11.8%
Payer : Medicaid 0% 13.6% 13.8% 14.7%
Payer : Private insurance 0% 13.6% 13.8% 14.7%
Payer : Self-pay 14.3% 13.6% 15.4% 11.8%
Payer : Other payer 14.3% 18.2% 13.8% 14.7%
Payer : Unknown payer 0% 13.6% 13.8% 11.8%
Payer : No charge 21.4% 11.4% 12.3% 14.7%
Race : White 0% 13.6% 15.4% 8.8%
Race : Black 14.3% 13.6% 15.4% 11.8%
Race : Hispanic 0% 11.4% 12.3% 11.8%
Race : Asian or Pacific Islander 14.3% 11.4% 10.8% 11.8%
Race : Native American 0% 13.6% 13.8% 17.6%
Race : Other 0% 13.6% 12.3% 14.7%
Race : Race missing, unknown 14.3% 15.9% 15.4% 14.7%
Procedure Distribution
Procedure Code Description Count
P4525 Closed [endoscopic] biopsy of large intestine 20
P4131 Biopsy of bone marrow 30
P5491 Percutaneous abdominal drainage 40
P8801 Computerized axial tomography of abdomen 20
P5459 Other lysis of peritoneal adhesions 30
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 90
P3893_2 Venous catheterization, not elsewhere classified 2nd 1580
P9604 Insertion of endotracheal tube 350
P9915 Parenteral infusion of concentrated nutritional substances 130
P966 Enteral infusion of concentrated nutritional substances 20
P8872 Diagnostic ultrasound of heart 70
P3891 Arterial catheterization 80
P4562 Other partial resection of small intestine 20
P9921 Injection of antibiotic 20
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 290
P9960 Cardiopulmonary resuscitation, not otherwise specified 50
P3893_3 Venous catheterization, not elsewhere classified 3rd 80
P0331 Spinal tap 20
P9904 Transfusion of packed cells 380
P4513 Other endoscopy of small intestine 50
P8877 Diagnostic ultrasound of peripheral vascular system 30
P3404 Insertion of intercostal catheter for drainage 30
P311 Temporary tracheostomy 60
P9905 Transfusion of platelets 50
P3893 Venous catheterization, not elsewhere classified 1120
P3995 Hemodialysis 70
P3491 Thoracentesis 30
P3895 Venous catheterization for renal dialysis 40
P387 Interruption of the vena cava 30
P9925 Injection or infusion of cancer chemotherapeutic substance 40
P3324 Closed [endoscopic] biopsy of bronchus 80
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 50
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 140
P9390 Non-invasive mechanical ventilation 60
P9907 Transfusion of other serum 90
P9604_2 Insertion of endotracheal tube 2nd 30
P8622 Excisional debridement of wound, infection, or burn 20
DRG Distribution
DRG Code Description Count
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 90
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 160
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 30
DG569 DRG V24 : MAJOR SMALL & LARGE BOWEL PROCEDURES W CC W MAJOR GI DX 50
DG578 DRG V24 : INFECTIOUS & PARASITIC DISEASES W O.R. PROCEDURE 70
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 20
DG570 DRG V24 : MAJOR SMALL & LARGE BOWEL PROCEDURES W CC W/O MAJOR GI DX 20
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 90
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 90
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 90
DG144 DRG V24 : OTHER CIRCULATORY SYSTEM DIAGNOSES W CC 20
DG473 DRG V24 : ACUTE LEUKEMIA W/O MAJOR O.R. PROCEDURE AGE >17 20
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D78791 Diarrhea 0 0 20
D5601 Paralytic ileus 0 0 40
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 80
D71590 Osteoarthrosis, unspecified whether generalized or localized, site unspecified 0 0 20
D42789 Other specified cardiac dysrhythmias 0 0 30
D2752 Disorders of magnesium metabolism 0 0 20
D78552 Septic shock 0 0 90
D4019 Unspecified essential hypertension 0 0 170
D3051 Tobacco use disorder 0 0 50
D03842 Septicemia due to escherichia coli [E. coli] 20 0 0
D311 Depressive disorder, not elsewhere classified 0 0 40
D2761 Hyposmolality and/or hyponatremia 0 0 70
D496 Chronic airway obstruction, not elsewhere classified 0 0 50
D4280 Congestive heart failure, unspecified 20 0 110
D5119 Unspecified pleural effusion 0 0 30
D2762 Acidosis 0 0 70
D5849 Acute kidney failure, unspecified 0 0 120
D0414 Escherichia coli [E. coli] infection in conditions classified elsewhere and of unspecified site 0 0 20
D2875 Thrombocytopenia, unspecified 0 0 30
D2859 Anemia, unspecified 0 0 120
D2449 Unspecified acquired hypothyroidism 0 0 40
D27800 Obesity, unspecified 0 0 20
DV667 Encounter for palliative care 0 0 30
DV4611 Dependence on respirator, status 0 0 20
D5180 Pulmonary collapse 0 0 50
D49121 Obstructive chronic bronchitis with (acute) exacerbation 0 0 20
D2851 Acute posthemorrhagic anemia 0 0 30
D99592 Severe sepsis 0 0 150
D4589 Hypotension, unspecified 0 0 30
D99591 Sepsis 0 0 40
DV5811 Encounter for antineoplastic chemotherapy 20 0 0
D34830 Encephalopathy, unspecified 0 0 20
D51881 Acute respiratory failure 80 0 190
D4271 Paroxysmal ventricular tachycardia 0 0 20
DV090 Infection with microorganisms resistant to penicillins 0 0 30
D2720 Pure hypercholesterolemia 0 0 20
D99859 Other postoperative infection 0 0 20
D42731 Atrial fibrillation 0 0 90
D4254 Other primary cardiomyopathies 0 0 30
D2767 Hyperpotassemia 0 0 30
D486 Pneumonia, organism unspecified 30 0 80
D00845 Intestinal infection due to Clostridium difficile 0 0 20
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 20
D2760 Hyperosmolality and/or hypernatremia 0 0 40
D5070 Pneumonitis due to inhalation of food or vomitus 20 0 60
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 20
D2768 Hypopotassemia 0 0 80
D41401 Coronary atherosclerosis of native coronary artery 0 0 50
D04111 Methicillin susceptible Staphylococcus aureus in conditions classified elsewhere and of unspecified site 0 0 20
D5185 Pulmonary insufficiency following trauma and surgery 0 0 30
D6826 Cellulitis and abscess of leg, except foot 0 0 20
DV1582 Personal history of tobacco use 0 0 50
D2724 Other and unspecified hyperlipidemia 0 0 90
D5856 End stage renal disease 0 0 20
D5990 Urinary tract infection, site not specified 0 0 110
D99662 Infection and inflammatory reaction due to other vascular device, implant, and graft 0 0 20
D4275 Cardiac arrest 0 0 20
D5770 Acute pancreatitis 30 0 20
D3481 Anoxic brain damage 0 0 20
D27651 Dehydration 0 0 70
D5859 Chronic kidney disease, unspecified 0 0 40
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 20
D73300 Osteoporosis, unspecified 0 0 20
D20500 Acute myeloid leukemia, without mention of having achieved remission 20 0 0
D1122 Candidiasis of other urogenital sites 0 0 30
D28860 Leukocytosis, unspecified 0 0 20
D40390 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage I through stage IV, or unspecified 0 0 30
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 30
D27801 Morbid obesity 0 0 30
D70703 Pressure ulcer, lower back 0 0 30
D0380 Streptococcal septicemia 30 0 0
D5939 Unspecified disorder of kidney and ureter 0 0 20
D9974 Digestive system complications, not elsewhere classified 0 0 20
D53081 Esophageal reflux 0 0 40
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 20
D2639 Unspecified protein-calorie malnutrition 0 0 70
D0389 Unspecified septicemia 190 0 100
D28529 Anemia of other chronic disease 0 0 20
D03811 Methicillin susceptible Staphylococcus aureus septicemia 30 0 20
External Causes Distribution
External Cause Code Description Count
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 30
EE9478 Other drugs and medicinal substances causing adverse effects in therapeutic use 20
EE8889 Unspecified fall 20
EE8497 Accidents occurring in residential institution 350
EE9289 Unspecified accident 20
EE9331 Antineoplastic and immunosuppressive drugs causing adverse effects in therapeutic use 40
EE8788 Other specified surgical operations and procedures causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation 40
EE9342 Anticoagulants causing adverse effects in therapeutic use 20
EE8490 Accident in home 110
EE8782 Surgical operation with anastomosis, bypass, or graft, with natural or artificial tissues used as implant causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation 20
EE8798 Other specified procedures as the cause of abnormal reaction of patient, or of later complication, without mention of misadventure at time of procedure 100
EE8495 Street and highway accidents 30
EE8499 Accidents occurring in unspecified place 50