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)

1,770

Sex Count
Male 930
Female 830
In hospital
Mortality

45.76 %

Length of Stay Distribution
Mean LOS: 13.38 days FQ: 5 days Median: 10 days TQ: 17 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Insertion of endotracheal tube ( P9604 ) followed by Transfusion of packed cells ( P9904 )

Mean ΔT: 2.93 days FQ: 0 days Median: 1 days TQ: 3 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 280
Another hospital 320
Another health facility including LTC 290
Emergency department 300
Unknown 290
Court/Law enforcement 260
Disposition Distribution
Disposition Count
Routine 260
Transfer to short-term hospital 110
Home Health Care 120
Died in hospital 810
Transfer other SNF, ICF, etc. 430
Unknown, Alive 20
Payer Distribution
Payer Count
Medicare 220
Medicaid 240
Private insurance 250
Self-pay 250
Other payer 280
Unknown payer 250
No charge 240
Race Distribution
Race Count
White 240
Black 210
Hispanic 270
Asian or Pacific Islander 240
Native American 260
Other 260
Race missing, unknown 260
State variation
S1 S2
Count 910 860
Sex : Male 51.6% 53.5%
Sex : Female 47.3% 45.3%
Source : Routine, birth, etc 14.3% 16.3%
Source : Another hospital 17.6% 18.6%
Source : Another health facility including LTC 17.6% 14.0%
Source : Emergency department 15.4% 17.4%
Source : Unknown 17.6% 14.0%
Source : Court/Law enforcement 14.3% 15.1%
Disposition : Routine 14.3% 14.0%
Disposition : Transfer to short-term hospital 7.7% 4.7%
Disposition : Home Health Care 6.6% 7.0%
Disposition : Died in hospital 44.0% 47.7%
Disposition : Transfer other SNF, ICF, etc. 24.2% 23.3%
Payer : Medicare 11.0% 12.8%
Payer : Medicaid 12.1% 15.1%
Payer : Private insurance 14.3% 14.0%
Payer : Self-pay 14.3% 14.0%
Payer : Other payer 16.5% 15.1%
Payer : Unknown payer 14.3% 12.8%
Payer : No charge 14.3% 12.8%
Race : White 13.2% 14.0%
Race : Black 12.1% 11.6%
Race : Hispanic 16.5% 14.0%
Race : Asian or Pacific Islander 13.2% 12.8%
Race : Native American 14.3% 15.1%
Race : Other 14.3% 15.1%
Race : Race missing, unknown 15.4% 14.0%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 390 350 310 270 240 190
Sex : Male 51.3% 51.4% 54.8% 48.1% 54.2% 52.6%
Sex : Female 48.7% 45.7% 41.9% 48.1% 45.8% 42.1%
Source : Routine, birth, etc 15.4% 14.3% 12.9% 14.8% 12.5% 21.1%
Source : Another hospital 15.4% 17.1% 22.6% 14.8% 16.7% 15.8%
Source : Another health facility including LTC 17.9% 14.3% 16.1% 14.8% 12.5% 10.5%
Source : Emergency department 20.5% 17.1% 12.9% 18.5% 12.5% 10.5%
Source : Unknown 15.4% 17.1% 12.9% 11.1% 20.8% 10.5%
Source : Court/Law enforcement 10.3% 11.4% 16.1% 18.5% 12.5% 21.1%
Disposition : Routine 12.8% 14.3% 9.7% 14.8% 12.5% 15.8%
Disposition : Transfer to short-term hospital 7.7% 0% 6.5% 0% 8.3% 0%
Disposition : Home Health Care 5.1% 5.7% 6.5% 7.4% 0% 0%
Disposition : Died in hospital 46.2% 48.6% 48.4% 44.4% 41.7% 36.8%
Disposition : Transfer other SNF, ICF, etc. 23.1% 20.0% 22.6% 22.2% 25.0% 26.3%
Payer : Medicare 10.3% 14.3% 9.7% 7.4% 12.5% 10.5%
Payer : Medicaid 15.4% 11.4% 12.9% 11.1% 8.3% 15.8%
Payer : Private insurance 15.4% 14.3% 16.1% 11.1% 12.5% 15.8%
Payer : Self-pay 12.8% 17.1% 9.7% 14.8% 12.5% 15.8%
Payer : Other payer 15.4% 11.4% 12.9% 18.5% 16.7% 15.8%
Payer : Unknown payer 12.8% 11.4% 16.1% 14.8% 8.3% 10.5%
Payer : No charge 10.3% 14.3% 12.9% 14.8% 16.7% 10.5%
Race : White 12.8% 14.3% 12.9% 11.1% 12.5% 10.5%
Race : Black 12.8% 11.4% 12.9% 11.1% 8.3% 0%
Race : Hispanic 17.9% 11.4% 12.9% 14.8% 16.7% 10.5%
Race : Asian or Pacific Islander 10.3% 11.4% 12.9% 14.8% 12.5% 15.8%
Race : Native American 12.8% 14.3% 12.9% 14.8% 12.5% 10.5%
Race : Other 12.8% 14.3% 16.1% 11.1% 12.5% 15.8%
Race : Race missing, unknown 12.8% 14.3% 12.9% 14.8% 16.7% 10.5%
Age Distribution
Age Count
20 - 39 80
40 - 59 280
60 - 79 630
80 - 99 750
Mean age First quartile Median Third quartile
73.12 years 63 years 77 years 86 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 130 390 750 490
Sex : Male 69.2% 61.5% 49.3% 44.9%
Sex : Female 30.8% 35.9% 49.3% 53.1%
Source : Routine, birth, etc 0% 15.4% 14.7% 16.3%
Source : Another hospital 15.4% 17.9% 17.3% 18.4%
Source : Another health facility including LTC 15.4% 15.4% 16.0% 16.3%
Source : Emergency department 15.4% 15.4% 17.3% 14.3%
Source : Unknown 0% 15.4% 16.0% 16.3%
Source : Court/Law enforcement 15.4% 12.8% 14.7% 14.3%
Disposition : Routine 30.8% 17.9% 13.3% 6.1%
Disposition : Transfer to short-term hospital 0% 7.7% 6.7% 4.1%
Disposition : Home Health Care 0% 7.7% 6.7% 4.1%
Disposition : Died in hospital 38.5% 43.6% 45.3% 46.9%
Disposition : Transfer other SNF, ICF, etc. 0% 15.4% 25.3% 30.6%
Payer : Medicare 0% 10.3% 12.0% 14.3%
Payer : Medicaid 0% 10.3% 13.3% 14.3%
Payer : Private insurance 15.4% 12.8% 14.7% 12.2%
Payer : Self-pay 0% 12.8% 13.3% 16.3%
Payer : Other payer 15.4% 15.4% 14.7% 16.3%
Payer : Unknown payer 15.4% 15.4% 13.3% 12.2%
Payer : No charge 15.4% 12.8% 13.3% 12.2%
Race : White 15.4% 12.8% 12.0% 14.3%
Race : Black 0% 10.3% 12.0% 12.2%
Race : Asian or Pacific Islander 15.4% 10.3% 13.3% 14.3%
Race : Native American 0% 17.9% 13.3% 12.2%
Race : Other 0% 12.8% 17.3% 12.2%
Race : Race missing, unknown 15.4% 15.4% 13.3% 14.3%
Race : Hispanic 15.4% 15.4% 13.3% 16.3%
Procedure Distribution
Procedure Code Description Count
P3322 Fiber-optic bronchoscopy 30
P5491 Percutaneous abdominal drainage 20
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 50
P311 Temporary tracheostomy 70
P9604 Insertion of endotracheal tube 1770
P966 Enteral infusion of concentrated nutritional substances 30
P8872 Diagnostic ultrasound of heart 50
P3891 Arterial catheterization 80
P8962 Central venous pressure monitoring 20
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 560
P9960 Cardiopulmonary resuscitation, not otherwise specified 160
P0331 Spinal tap 20
P9904 Transfusion of packed cells 1770
P4233 Endoscopic excision or destruction of lesion or tissue of esophagus 20
P4513 Other endoscopy of small intestine 50
P3404 Insertion of intercostal catheter for drainage 40
P3893_2 Venous catheterization, not elsewhere classified 2nd 50
P9905 Transfusion of platelets 100
P3995 Hemodialysis 100
P3491 Thoracentesis 30
P3895 Venous catheterization for renal dialysis 60
P3893 Venous catheterization, not elsewhere classified 560
P9915 Parenteral infusion of concentrated nutritional substances 50
P9396 Other oxygen enrichment 30
P9656 Other lavage of bronchus and trachea 20
P3324 Closed [endoscopic] biopsy of bronchus 90
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 40
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 700
P9604_2 Insertion of endotracheal tube 2nd 30
P9390 Non-invasive mechanical ventilation 60
P9907 Transfusion of other serum 220
DRG Distribution
DRG Code Description Count
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 170
DG174 DRG V24 : G.I. HEMORRHAGE W CC 40
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 180
DG316 DRG V24 : RENAL FAILURE 20
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 170
DG569 DRG V24 : MAJOR SMALL & LARGE BOWEL PROCEDURES W CC W MAJOR GI DX 30
DG578 DRG V24 : INFECTIOUS & PARASITIC DISEASES W O.R. PROCEDURE 50
DG486 DRG V24 : OTHER O.R. PROCEDURES FOR MULTIPLE SIGNIFICANT TRAUMA 20
DG202 DRG V24 : CIRRHOSIS & ALCOHOLIC HEPATITIS 30
DG1 DRG V24 : CRANIOTOMY AGE >17 W CC 30
DG210 DRG V24 : HIP & FEMUR PROCEDURES EXCEPT MAJOR JOINT AGE >17 W CC 20
DG110 DRG V24 : MAJOR CARDIOVASCULAR PROCEDURES W CC 20
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 40
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 >17 190
DG544 DRG V24 : MAJOR JOINT REPLACEMENT OR REATTACHMENT OF LOWER EXTREMITY 20
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D78791 Diarrhea 0 0 20
D5601 Paralytic ileus 0 0 30
D78559 Other shock without mention of trauma 0 0 30
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 100
D42789 Other specified cardiac dysrhythmias 0 0 40
D5119 Unspecified pleural effusion 0 0 40
D78552 Septic shock 0 0 110
D4168 Other chronic pulmonary heart diseases 0 0 20
D4280 Congestive heart failure, unspecified 0 0 150
D3051 Tobacco use disorder 0 0 50
D03842 Septicemia due to escherichia coli [E. coli] 20 0 0
D5859 Chronic kidney disease, unspecified 0 0 60
D2761 Hyposmolality and/or hyponatremia 0 0 60
D496 Chronic airway obstruction, not elsewhere classified 0 0 50
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 50
D27800 Obesity, unspecified 0 0 20
D78959 Other ascites 0 0 20
DV5861 Long-term (current) use of anticoagulants 0 0 30
D2875 Thrombocytopenia, unspecified 0 0 60
D41071 Subendocardial infarction, initial episode of care 20 0 40
D2449 Unspecified acquired hypothyroidism 0 0 50
D2639 Unspecified protein-calorie malnutrition 0 0 50
DV667 Encounter for palliative care 0 0 40
D78039 Other convulsions 0 0 20
D5180 Pulmonary collapse 0 0 30
D49121 Obstructive chronic bronchitis with (acute) exacerbation 0 0 30
D2851 Acute posthemorrhagic anemia 0 0 70
D99592 Severe sepsis 0 0 160
D4589 Hypotension, unspecified 0 0 50
D99591 Sepsis 0 0 40
D2720 Pure hypercholesterolemia 0 0 30
D5712 Alcoholic cirrhosis of liver 20 0 30
D34830 Encephalopathy, unspecified 0 0 20
D51881 Acute respiratory failure 220 0 400
D73300 Osteoporosis, unspecified 0 0 20
DV090 Infection with microorganisms resistant to penicillins 0 0 20
D78551 Cardiogenic shock 0 0 20
D2800 Iron deficiency anemia secondary to blood loss (chronic) 0 0 30
D42731 Atrial fibrillation 0 0 130
D4254 Other primary cardiomyopathies 0 0 30
D2767 Hyperpotassemia 0 0 50
D486 Pneumonia, organism unspecified 40 0 130
D2762 Acidosis 0 0 100
DV5867 Long-term (current) use of insulin 0 0 20
D2760 Hyperosmolality and/or hypernatremia 0 0 50
D5070 Pneumonitis due to inhalation of food or vomitus 30 0 100
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 20
DV4581 Aortocoronary bypass status 0 0 20
D79902 Hypoxemia 0 0 30
D2768 Hypopotassemia 0 0 80
D41401 Coronary atherosclerosis of native coronary artery 0 0 50
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 20
D5185 Pulmonary insufficiency following trauma and surgery 0 0 50
DV1582 Personal history of tobacco use 0 0 60
D2724 Other and unspecified hyperlipidemia 0 0 80
D03811 Methicillin susceptible Staphylococcus aureus septicemia 20 0 0
D4019 Unspecified essential hypertension 0 0 220
D5990 Urinary tract infection, site not specified 0 0 90
D4275 Cardiac arrest 0 0 50
DV4611 Dependence on respirator, status 0 0 20
D3481 Anoxic brain damage 0 0 30
D2809 Iron deficiency anemia, unspecified 0 0 20
D2859 Anemia, unspecified 0 0 180
D570 Acute and subacute necrosis of liver 0 0 20
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 20
D2866 Defibrination syndrome 0 0 30
D78001 Coma 0 0 20
D27651 Dehydration 0 0 60
D53081 Esophageal reflux 0 0 30
D5849 Acute kidney failure, unspecified 0 0 160
D2869 Other and unspecified coagulation defects 0 0 30
D40390 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage I through stage IV, or unspecified 0 0 60
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 20
D2752 Disorders of magnesium metabolism 0 0 20
D70703 Pressure ulcer, lower back 0 0 40
D0380 Streptococcal septicemia 20 0 0
D5939 Unspecified disorder of kidney and ureter 0 0 20
D28521 Anemia in chronic kidney disease 0 0 30
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 50
D78720 Dysphagia, unspecified 0 0 20
D0389 Unspecified septicemia 330 0 170
D28529 Anemia of other chronic disease 0 0 20
D7850 Tachycardia, unspecified 0 0 20
External Causes Distribution
External Cause Code Description Count
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 30
EE8859 Fall from other slipping, tripping, or stumbling 20
EE8889 Unspecified fall 50
EE8788 Other specified surgical operations and procedures causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation 30
EE8497 Accidents occurring in residential institution 250
EE8495 Street and highway accidents 50
EE9289 Unspecified accident 20
EE9331 Antineoplastic and immunosuppressive drugs causing adverse effects in therapeutic use 20
EE9342 Anticoagulants causing adverse effects in therapeutic use 30
EE8490 Accident in home 170
EE8499 Accidents occurring in unspecified place 50
EE8798 Other specified procedures as the cause of abnormal reaction of patient, or of later complication, without mention of misadventure at time of procedure 30
EE8498 Accidents occurring in other specified places 50