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)

2,160

Sex Count
Male 1110
Female 1050
In hospital
Mortality

32.41 %

Length of Stay Distribution
Mean LOS: 9.61 days FQ: 3 days Median: 7 days TQ: 12 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Insertion of endotracheal tube ( P9604 ) followed by Discharge, Transferred or Died ( N1_x )

Mean ΔT: 8.95 days FQ: 3 days Median: 6 days TQ: 12 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 360
Another hospital 340
Another health facility including LTC 380
Emergency department 340
Unknown 360
Court/Law enforcement 360
Disposition Distribution
Disposition Count
Routine 550
Transfer to short-term hospital 160
Home Health Care 210
Died in hospital 700
Transfer other SNF, ICF, etc. 470
Against medical advice 20
Unknown, Alive 20
Payer Distribution
Payer Count
Medicare 320
Medicaid 280
Private insurance 280
Self-pay 300
Other payer 310
Unknown payer 320
No charge 320
Race Distribution
Race Count
White 270
Black 300
Hispanic 300
Asian or Pacific Islander 290
Native American 310
Other 350
Race missing, unknown 300
State variation
S1 S2
Count 1100 1060
Sex : Male 50.9% 50.9%
Sex : Female 48.2% 48.1%
Source : Routine, birth, etc 16.4% 16.0%
Source : Another hospital 15.5% 16.0%
Source : Another health facility including LTC 17.3% 17.9%
Source : Emergency department 15.5% 15.1%
Source : Unknown 17.3% 15.1%
Source : Court/Law enforcement 16.4% 17.0%
Disposition : Routine 26.4% 24.5%
Disposition : Transfer to short-term hospital 7.3% 6.6%
Disposition : Home Health Care 9.1% 10.4%
Disposition : Died in hospital 30.9% 33.0%
Disposition : Transfer other SNF, ICF, etc. 21.8% 21.7%
Payer : Medicare 14.5% 14.2%
Payer : Medicaid 12.7% 13.2%
Payer : Private insurance 11.8% 14.2%
Payer : Self-pay 14.5% 13.2%
Payer : Other payer 14.5% 14.2%
Payer : Unknown payer 14.5% 15.1%
Payer : No charge 15.5% 13.2%
Race : White 11.8% 13.2%
Race : Black 13.6% 13.2%
Race : Hispanic 13.6% 14.2%
Race : Asian or Pacific Islander 12.7% 14.2%
Race : Native American 13.6% 14.2%
Race : Other 17.3% 14.2%
Race : Race missing, unknown 14.5% 13.2%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 640 420 350 270 220 220
Sex : Male 50.0% 50.0% 48.6% 51.9% 54.5% 54.5%
Sex : Female 50.0% 50.0% 48.6% 44.4% 45.5% 45.5%
Source : Routine, birth, etc 15.6% 16.7% 14.3% 14.8% 13.6% 13.6%
Source : Another hospital 17.2% 14.3% 14.3% 18.5% 13.6% 13.6%
Source : Another health facility including LTC 17.2% 16.7% 14.3% 14.8% 22.7% 18.2%
Source : Emergency department 15.6% 16.7% 14.3% 14.8% 13.6% 13.6%
Source : Unknown 17.2% 14.3% 17.1% 14.8% 18.2% 13.6%
Source : Court/Law enforcement 14.1% 16.7% 17.1% 18.5% 9.1% 22.7%
Disposition : Routine 21.9% 23.8% 22.9% 25.9% 31.8% 31.8%
Disposition : Transfer to short-term hospital 4.7% 7.1% 5.7% 7.4% 0% 9.1%
Disposition : Home Health Care 9.4% 7.1% 11.4% 7.4% 9.1% 0%
Disposition : Died in hospital 31.3% 38.1% 31.4% 33.3% 22.7% 27.3%
Disposition : Transfer other SNF, ICF, etc. 28.1% 19.0% 20.0% 18.5% 18.2% 18.2%
Payer : Medicare 12.5% 14.3% 11.4% 14.8% 13.6% 13.6%
Payer : Medicaid 14.1% 11.9% 11.4% 14.8% 9.1% 9.1%
Payer : Private insurance 14.1% 9.5% 11.4% 11.1% 9.1% 13.6%
Payer : Self-pay 14.1% 14.3% 14.3% 11.1% 13.6% 9.1%
Payer : Other payer 15.6% 14.3% 11.4% 14.8% 13.6% 9.1%
Payer : Unknown payer 12.5% 14.3% 20.0% 11.1% 13.6% 13.6%
Payer : No charge 14.1% 14.3% 14.3% 14.8% 13.6% 13.6%
Race : White 12.5% 11.9% 11.4% 11.1% 9.1% 13.6%
Race : Black 10.9% 14.3% 14.3% 14.8% 9.1% 13.6%
Race : Hispanic 14.1% 14.3% 8.6% 11.1% 18.2% 13.6%
Race : Asian or Pacific Islander 14.1% 11.9% 11.4% 14.8% 13.6% 13.6%
Race : Native American 15.6% 11.9% 14.3% 14.8% 13.6% 9.1%
Race : Other 15.6% 14.3% 20.0% 14.8% 13.6% 13.6%
Race : Race missing, unknown 14.1% 14.3% 14.3% 11.1% 13.6% 9.1%
Age Distribution
Age Count
20 - 39 80
100 - 119 20
40 - 59 330
60 - 79 880
80 - 99 850
Mean age First quartile Median Third quartile
73.34 years 64 years 76 years 86 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 120 480 990 560
Sex : Male 66.7% 58.3% 50.5% 42.9%
Sex : Female 33.3% 39.6% 49.5% 55.4%
Source : Routine, birth, etc 0% 14.6% 16.2% 17.9%
Source : Another hospital 16.7% 14.6% 16.2% 14.3%
Source : Another health facility including LTC 16.7% 16.7% 18.2% 16.1%
Source : Emergency department 16.7% 16.7% 15.2% 16.1%
Source : Unknown 16.7% 16.7% 17.2% 12.5%
Source : Court/Law enforcement 0% 16.7% 15.2% 19.6%
Disposition : Routine 58.3% 41.7% 23.2% 8.9%
Disposition : Transfer to short-term hospital 0% 6.3% 8.1% 7.1%
Disposition : Home Health Care 0% 6.3% 11.1% 8.9%
Disposition : Died in hospital 16.7% 27.1% 32.3% 41.1%
Disposition : Transfer other SNF, ICF, etc. 0% 14.6% 22.2% 30.4%
Payer : Medicare 0% 12.5% 15.2% 14.3%
Payer : Medicaid 16.7% 12.5% 12.1% 12.5%
Payer : Private insurance 0% 12.5% 13.1% 10.7%
Payer : Self-pay 0% 14.6% 12.1% 14.3%
Payer : Other payer 0% 14.6% 15.2% 12.5%
Payer : Unknown payer 0% 16.7% 13.1% 16.1%
Payer : No charge 0% 12.5% 16.2% 12.5%
Race : White 0% 12.5% 11.1% 14.3%
Race : Black 16.7% 12.5% 14.1% 12.5%
Race : Hispanic 0% 12.5% 15.2% 10.7%
Race : Asian or Pacific Islander 0% 14.6% 13.1% 12.5%
Race : Native American 0% 14.6% 13.1% 14.3%
Race : Other 0% 14.6% 17.2% 16.1%
Race : Race missing, unknown 0% 12.5% 14.1% 12.5%
Procedure Distribution
Procedure Code Description Count
P3891 Arterial catheterization 100
P8856 Coronary arteriography using two catheters 40
P8703 Computerized axial tomography of head 40
P3322 Fiber-optic bronchoscopy 30
P9962 Other electric countershock of heart 20
P9955 Prophylactic administration of vaccine against other diseases 20
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 60
P311 Temporary tracheostomy 70
P9604 Insertion of endotracheal tube 2160
P9915 Parenteral infusion of concentrated nutritional substances 20
P0017 Infusion of vasopressor agent 20
P8914 Electroencephalogram 20
P966 Enteral infusion of concentrated nutritional substances 40
P8872 Diagnostic ultrasound of heart 100
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 660
P9960 Cardiopulmonary resuscitation, not otherwise specified 180
P5794 Insertion of indwelling urinary catheter 40
P0331 Spinal tap 40
P8853 Angiocardiography of left heart structures 20
P9904 Transfusion of packed cells 240
P4513 Other endoscopy of small intestine 30
P3893 Venous catheterization, not elsewhere classified 610
P3404 Insertion of intercostal catheter for drainage 30
P3893_2 Venous catheterization, not elsewhere classified 2nd 30
P8877 Diagnostic ultrasound of peripheral vascular system 20
P3995 Hemodialysis 90
P3491 Thoracentesis 50
P3895 Venous catheterization for renal dialysis 40
P9396 Other oxygen enrichment 70
P8741 Computerized axial tomography of thorax 30
P9607 Insertion of other (naso-)gastric tube 30
P9656 Other lavage of bronchus and trachea 30
P3324 Closed [endoscopic] biopsy of bronchus 130
P3722 Left heart cardiac catheterization 20
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 1340
P9604_2 Insertion of endotracheal tube 2nd 60
P9390 Non-invasive mechanical ventilation 170
P9907 Transfusion of other serum 50
DRG Distribution
DRG Code Description Count
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 600
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 30
DG76 DRG V24 : OTHER RESP SYSTEM O.R. PROCEDURES W CC 20
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 1340
DG87 DRG V24 : PULMONARY EDEMA & RESPIRATORY FAILURE 30
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 100
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D78791 Diarrhea 0 0 20
D25002 Diabetes mellitus without mention of complication, type II or unspecified type, uncontrolled 0 0 20
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 200
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 30
D78552 Septic shock 0 0 30
D78551 Cardiogenic shock 0 0 30
D4019 Unspecified essential hypertension 0 0 370
D5859 Chronic kidney disease, unspecified 0 0 50
D4280 Congestive heart failure, unspecified 0 0 350
D99592 Severe sepsis 0 0 50
D2859 Anemia, unspecified 0 0 120
D49391 Asthma, unspecified type, with status asthmaticus 0 0 20
D99591 Sepsis 0 0 30
DV090 Infection with microorganisms resistant to penicillins 0 0 30
D2720 Pure hypercholesterolemia 0 0 30
DV5866 Long-term (current) use of aspirin 0 0 20
DV4581 Aortocoronary bypass status 0 0 50
D2724 Other and unspecified hyperlipidemia 0 0 130
DV4582 Percutaneous transluminal coronary angioplasty status 0 0 20
DV1582 Personal history of tobacco use 0 0 130
D5180 Pulmonary collapse 0 0 40
D431 Intracerebral hemorrhage 0 0 20
DV1581 Personal history of noncompliance with medical treatment, presenting hazards to health 0 0 30
D60000 Hypertrophy (benign) of prostate without urinary obstruction and other lower urinary tract symptom (LUTS) 0 0 20
D49390 Asthma, unspecified type, unspecified 0 0 20
D49392 Asthma, unspecified type, with (acute) exacerbation 0 0 20
D78001 Coma 0 0 40
D78009 Other alteration of consciousness 0 0 20
D2639 Unspecified protein-calorie malnutrition 0 0 40
D42731 Atrial fibrillation 0 0 200
D5119 Unspecified pleural effusion 0 0 40
D71590 Osteoarthrosis, unspecified whether generalized or localized, site unspecified 0 0 30
DV4987 Physical restraints status 0 0 20
D4263 Other left bundle branch block 0 0 20
D49322 Chronic obstructive asthma with (acute) exacerbation 0 0 30
DV667 Encounter for palliative care 0 0 60
D78039 Other convulsions 0 0 40
D49121 Obstructive chronic bronchitis with (acute) exacerbation 0 0 200
D1629 Malignant neoplasm of bronchus and lung, unspecified 0 0 20
D4589 Hypotension, unspecified 0 0 70
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 0 0 20
D34830 Encephalopathy, unspecified 0 0 20
D34831 Metabolic encephalopathy 0 0 20
DV462 Other dependence on machines, supplemental oxygen 0 0 30
D5070 Pneumonitis due to inhalation of food or vomitus 0 0 130
D7906 Other abnormal blood chemistry 0 0 20
D4275 Cardiac arrest 0 0 80
D4271 Paroxysmal ventricular tachycardia 0 0 30
D79029 Other abnormal glucose 0 0 30
D30500 Alcohol abuse, unspecified 0 0 20
D27801 Morbid obesity 0 0 60
D27800 Obesity, unspecified 0 0 40
D5939 Unspecified disorder of kidney and ureter 0 0 40
D515 Postinflammatory pulmonary fibrosis 0 0 30
D42789 Other specified cardiac dysrhythmias 0 0 80
D496 Chronic airway obstruction, not elsewhere classified 0 0 100
D4168 Other chronic pulmonary heart diseases 0 0 30
D4241 Aortic valve disorders 0 0 20
D4240 Mitral valve disorders 0 0 20
D41071 Subendocardial infarction, initial episode of care 0 0 60
DV441 Gastrostomy status 0 0 20
D4254 Other primary cardiomyopathies 0 0 70
D2767 Hyperpotassemia 0 0 60
D486 Pneumonia, organism unspecified 0 0 270
D2762 Acidosis 0 0 140
D2760 Hyperosmolality and/or hypernatremia 0 0 30
D2761 Hyposmolality and/or hyponatremia 0 0 80
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 30
D2768 Hypopotassemia 0 0 100
D28860 Leukocytosis, unspecified 0 0 20
D5856 End stage renal disease 0 0 30
D5990 Urinary tract infection, site not specified 0 0 90
D3481 Anoxic brain damage 0 0 70
D29410 Dementia in conditions classified elsewhere without behavioral disturbance 0 0 30
D27651 Dehydration 0 0 50
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 40
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 20
D4148 Other specified forms of chronic ischemic heart disease 0 0 30
D2752 Disorders of magnesium metabolism 0 0 20
D4439 Peripheral vascular disease, unspecified 0 0 20
D311 Depressive disorder, not elsewhere classified 0 0 40
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 20
D5849 Acute kidney failure, unspecified 0 0 130
D2875 Thrombocytopenia, unspecified 0 0 40
D2449 Unspecified acquired hypothyroidism 0 0 70
D30000 Anxiety state, unspecified 0 0 30
DV5861 Long-term (current) use of anticoagulants 0 0 30
D7872 Description not found for D7872 0 0 20
DV5867 Long-term (current) use of insulin 0 0 20
DV1259 Personal history of other diseases of circulatory system 0 0 20
D51881 Acute respiratory failure 2160 0 960
D73300 Osteoporosis, unspecified 0 0 30
D3051 Tobacco use disorder 0 0 150
D53081 Esophageal reflux 0 0 40
D79902 Hypoxemia 0 0 30
D41401 Coronary atherosclerosis of native coronary artery 0 0 140
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 40
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 30
DV4501 Cardiac pacemaker in situ 0 0 20
D70703 Pressure ulcer, lower back 0 0 20
D78720 Dysphagia, unspecified 0 0 20
D0389 Unspecified septicemia 0 0 80
D412 Old myocardial infarction 0 0 60
D72888 Rhabdomyolysis 0 0 20
External Causes Distribution
External Cause Code Description Count
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 90
EE8889 Unspecified fall 20
EE8497 Accidents occurring in residential institution 170
EE9289 Unspecified accident 20
EE8490 Accident in home 140
EE8798 Other specified procedures as the cause of abnormal reaction of patient, or of later complication, without mention of misadventure at time of procedure 20
EE8498 Accidents occurring in other specified places 20
EE8499 Accidents occurring in unspecified place 60