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)

2,940

Sex Count
Male 1820
Female 1100
In hospital
Mortality
Length of Stay Distribution
Mean LOS: 9.75 days FQ: 4 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 Discharged to home ( N1_f )

Mean ΔT: 8.9 days FQ: 3 days Median: 6 days TQ: 10 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 500
Another hospital 470
Another health facility including LTC 510
Emergency department 490
Unknown 480
Court/Law enforcement 470
Disposition Distribution
Disposition Count
Routine 2940
Payer Distribution
Payer Count
Medicare 420
Medicaid 390
Private insurance 450
Self-pay 410
Other payer 380
Unknown payer 430
No charge 420
Race Distribution
Race Count
White 410
Black 440
Hispanic 400
Asian or Pacific Islander 380
Native American 390
Other 470
Race missing, unknown 420
State variation
S1 S2
Count 1490 1450
Sex : Male 62.4% 61.4%
Sex : Female 36.9% 37.9%
Source : Routine, birth, etc 16.8% 17.2%
Source : Another hospital 16.8% 14.5%
Source : Another health facility including LTC 16.8% 17.2%
Source : Emergency department 16.8% 15.9%
Source : Unknown 15.4% 17.2%
Source : Court/Law enforcement 16.1% 15.9%
Disposition : Routine 100.0% 100.0%
Payer : Medicare 12.8% 15.9%
Payer : Medicaid 13.4% 13.1%
Payer : Private insurance 15.4% 15.2%
Payer : Self-pay 14.8% 13.1%
Payer : Other payer 14.1% 11.7%
Payer : Unknown payer 14.1% 15.2%
Payer : No charge 14.1% 13.8%
Race : White 14.8% 12.4%
Race : Black 14.1% 15.2%
Race : Hispanic 13.4% 13.8%
Race : Asian or Pacific Islander 13.4% 12.4%
Race : Native American 13.4% 13.1%
Race : Other 15.4% 16.6%
Race : Race missing, unknown 13.4% 14.5%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 570 520 490 430 450 450
Sex : Male 59.6% 61.5% 63.3% 62.8% 62.2% 62.2%
Sex : Female 40.4% 36.5% 34.7% 37.2% 37.8% 35.6%
Source : Routine, birth, etc 15.8% 19.2% 16.3% 16.3% 17.8% 15.6%
Source : Another hospital 15.8% 13.5% 16.3% 16.3% 15.6% 15.6%
Source : Another health facility including LTC 15.8% 15.4% 14.3% 16.3% 20.0% 17.8%
Source : Emergency department 17.5% 17.3% 14.3% 16.3% 15.6% 15.6%
Source : Unknown 15.8% 15.4% 18.4% 16.3% 15.6% 15.6%
Source : Court/Law enforcement 15.8% 15.4% 16.3% 16.3% 11.1% 15.6%
Disposition : Routine 100.0% 100.0% 100.0% 100.0% 100.0% 100.0%
Payer : Medicare 14.0% 15.4% 12.2% 14.0% 13.3% 13.3%
Payer : Medicaid 12.3% 11.5% 12.2% 11.6% 15.6% 13.3%
Payer : Private insurance 15.8% 13.5% 14.3% 14.0% 15.6% 13.3%
Payer : Self-pay 14.0% 11.5% 12.2% 11.6% 13.3% 15.6%
Payer : Other payer 14.0% 9.6% 12.2% 14.0% 11.1% 13.3%
Payer : Unknown payer 12.3% 15.4% 18.4% 16.3% 11.1% 13.3%
Payer : No charge 14.0% 15.4% 14.3% 11.6% 13.3% 13.3%
Race : White 14.0% 13.5% 12.2% 14.0% 11.1% 13.3%
Race : Black 15.8% 15.4% 16.3% 11.6% 17.8% 11.1%
Race : Hispanic 14.0% 11.5% 14.3% 11.6% 13.3% 13.3%
Race : Asian or Pacific Islander 12.3% 11.5% 12.2% 14.0% 11.1% 13.3%
Race : Native American 12.3% 11.5% 14.3% 11.6% 13.3% 13.3%
Race : Other 15.8% 13.5% 16.3% 16.3% 15.6% 15.6%
Race : Race missing, unknown 12.3% 15.4% 12.2% 14.0% 15.6% 11.1%
Age Distribution
Age Count
20 - 39 540
40 - 59 850
60 - 79 1100
80 - 99 430
Mean age First quartile Median Third quartile
59.11 years 46 years 61 years 73 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 730 1030 930 230
Sex : Male 72.6% 62.1% 55.9% 52.2%
Sex : Female 26.0% 36.9% 44.1% 47.8%
Source : Routine, birth, etc 19.2% 16.5% 15.1% 13.0%
Source : Another hospital 15.1% 16.5% 16.1% 13.0%
Source : Another health facility including LTC 17.8% 16.5% 17.2% 17.4%
Source : Emergency department 15.1% 17.5% 15.1% 17.4%
Source : Unknown 15.1% 15.5% 17.2% 17.4%
Source : Court/Law enforcement 15.1% 15.5% 16.1% 13.0%
Disposition : Routine 100.0% 100.0% 100.0% 100.0%
Payer : Medicare 13.7% 12.6% 16.1% 13.0%
Payer : Medicaid 12.3% 12.6% 12.9% 13.0%
Payer : Private insurance 16.4% 13.6% 15.1% 13.0%
Payer : Self-pay 15.1% 14.6% 11.8% 13.0%
Payer : Other payer 11.0% 11.7% 14.0% 13.0%
Payer : Unknown payer 13.7% 16.5% 12.9% 13.0%
Payer : No charge 13.7% 14.6% 14.0% 8.7%
Race : White 12.3% 13.6% 14.0% 13.0%
Race : Black 15.1% 13.6% 16.1% 13.0%
Race : Hispanic 13.7% 14.6% 11.8% 13.0%
Race : Asian or Pacific Islander 11.0% 13.6% 12.9% 13.0%
Race : Native American 13.7% 12.6% 12.9% 13.0%
Race : Other 15.1% 15.5% 16.1% 13.0%
Race : Race missing, unknown 13.7% 14.6% 14.0% 13.0%
Procedure Distribution
Procedure Code Description Count
P3723 Combined right and left heart cardiac catheterization 20
P8856 Coronary arteriography using two catheters 80
P8703 Computerized axial tomography of head 110
P3961 Extracorporeal circulation auxiliary to open heart surgery 20
P3322 Fiber-optic bronchoscopy 40
P9962 Other electric countershock of heart 20
P8891 Magnetic resonance imaging of brain and brain stem 20
P9955 Prophylactic administration of vaccine against other diseases 30
P8801 Computerized axial tomography of abdomen 50
P311 Temporary tracheostomy 40
P9604 Insertion of endotracheal tube 2940
P9915 Parenteral infusion of concentrated nutritional substances 50
P3323 Other bronchoscopy 30
P8914 Electroencephalogram 30
P966 Enteral infusion of concentrated nutritional substances 40
P8872 Diagnostic ultrasound of heart 110
P3891 Arterial catheterization 140
P8838 Other computerized axial tomography 30
P9921 Injection of antibiotic 20
P9960 Cardiopulmonary resuscitation, not otherwise specified 70
P5794 Insertion of indwelling urinary catheter 50
P0331 Spinal tap 100
P8853 Angiocardiography of left heart structures 60
P9904 Transfusion of packed cells 300
P8659 Closure of skin and subcutaneous tissue of other sites 80
P4513 Other endoscopy of small intestine 40
P3893 Venous catheterization, not elsewhere classified 600
P3404 Insertion of intercostal catheter for drainage 60
P3893_2 Venous catheterization, not elsewhere classified 2nd 30
P9462 Alcohol detoxification 20
P9905 Transfusion of platelets 30
P3995 Hemodialysis 70
P3491 Thoracentesis 40
P5123 Laparoscopic cholecystectomy 20
P3895 Venous catheterization for renal dialysis 40
P8841 Arteriography of cerebral arteries 20
P9396 Other oxygen enrichment 80
P8741 Computerized axial tomography of thorax 50
P9607 Insertion of other (naso-)gastric tube 50
P9656 Other lavage of bronchus and trachea 20
P3324 Closed [endoscopic] biopsy of bronchus 150
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 20
P3722 Left heart cardiac catheterization 50
P3409 Other incision of pleura 20
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 1880
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 500
P3142 Laryngoscopy and other tracheoscopy 30
P9390 Non-invasive mechanical ventilation 160
P9907 Transfusion of other serum 70
P9604_2 Insertion of endotracheal tube 2nd 40
P0066 Percutaneous transluminal coronary angioplasty [PTCA] or coronary atherectomy 20
DRG Distribution
DRG Code Description Count
DG493 DRG V24 : LAPAROSCOPIC CHOLECYSTECTOMY W/O C.D.E. W CC 20
DG127 DRG V24 : HEART FAILURE & SHOCK 20
DG280 DRG V24 : TRAUMA TO THE SKIN, SUBCUT TISS & BREAST AGE >17 W CC 20
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 210
DG76 DRG V24 : OTHER RESP SYSTEM O.R. PROCEDURES W CC 20
DG174 DRG V24 : G.I. HEMORRHAGE W CC 20
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 100
DG487 DRG V24 : OTHER MULTIPLE SIGNIFICANT TRAUMA 20
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 620
DG569 DRG V24 : MAJOR SMALL & LARGE BOWEL PROCEDURES W CC W MAJOR GI DX 30
DG75 DRG V24 : MAJOR CHEST PROCEDURES 30
DG578 DRG V24 : INFECTIOUS & PARASITIC DISEASES W O.R. PROCEDURE 40
DG27 DRG V24 : TRAUMATIC STUPOR & COMA, COMA >1 HR 20
DG486 DRG V24 : OTHER O.R. PROCEDURES FOR MULTIPLE SIGNIFICANT TRAUMA 40
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 40
DG1 DRG V24 : CRANIOTOMY AGE >17 W CC 20
DG570 DRG V24 : MAJOR SMALL & LARGE BOWEL PROCEDURES W CC W/O MAJOR GI DX 20
DG521 DRG V24 : ALCOHOL/DRUG ABUSE OR DEPENDENCE W CC 50
DG110 DRG V24 : MAJOR CARDIOVASCULAR PROCEDURES W CC 30
DG449 DRG V24 : POISONING & TOXIC EFFECTS OF DRUGS AGE >17 W CC 210
DG31 DRG V24 : CONCUSSION AGE >17 W CC 30
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 20
DG28 DRG V24 : TRAUMATIC STUPOR & COMA, COMA <1 HR AGE >17 W CC 30
DG562 DRG V24 : SEIZURE AGE >17 W CC 50
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 40
DG121 DRG V24 : CIRCULATORY DISORDERS W AMI & MAJOR COMP, DISCHARGED ALIVE 30
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 80
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 20
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
D29181 Alcohol withdrawal 0 0 20
D78552 Septic shock 0 0 50
D78551 Cardiogenic shock 0 0 20
DV1581 Personal history of noncompliance with medical treatment, presenting hazards to health 0 0 40
D5859 Chronic kidney disease, unspecified 0 0 40
D4280 Congestive heart failure, unspecified 20 0 230
D78097 Altered mental status 0 0 40
D9100 Abrasion or friction burn of face, neck, and scalp except eye, without mention of infection 0 0 20
D2910 Alcohol withdrawal delirium 20 0 30
D99592 Severe sepsis 0 0 100
D2859 Anemia, unspecified 0 0 150
D49391 Asthma, unspecified type, with status asthmaticus 0 0 20
D2851 Acute posthemorrhagic anemia 0 0 30
D34590 Epilepsy, unspecified, without mention of intractable epilepsy 0 0 30
D99591 Sepsis 0 0 40
D30391 Other and unspecified alcohol dependence, continuous 0 0 30
D30390 Other and unspecified alcohol dependence, unspecified 0 0 30
D2720 Pure hypercholesterolemia 0 0 50
DV4581 Aortocoronary bypass status 0 0 20
D2724 Other and unspecified hyperlipidemia 0 0 190
DV4582 Percutaneous transluminal coronary angioplasty status 0 0 30
D5185 Pulmonary insufficiency following trauma and surgery 0 0 130
D5184 Acute edema of lung, unspecified 0 0 20
DV1582 Personal history of tobacco use 0 0 120
D5180 Pulmonary collapse 0 0 90
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 50
D49392 Asthma, unspecified type, with (acute) exacerbation 0 0 20
D86121 Contusion of lung without mention of open wound into thorax 0 0 20
D78009 Other alteration of consciousness 0 0 70
DV140 Personal history of allergy to penicillin 0 0 30
D2639 Unspecified protein-calorie malnutrition 0 0 30
D30520 Cannabis abuse, unspecified 0 0 30
D42731 Atrial fibrillation 0 0 110
D3453 Grand mal status 20 0 20
D5601 Paralytic ileus 0 0 20
DV4987 Physical restraints status 0 0 40
D3051 Tobacco use disorder 0 0 230
D49322 Chronic obstructive asthma with (acute) exacerbation 0 0 40
D78039 Other convulsions 20 0 90
D49121 Obstructive chronic bronchitis with (acute) exacerbation 30 0 110
D4589 Hypotension, unspecified 0 0 70
D34830 Encephalopathy, unspecified 0 0 20
DV462 Other dependence on machines, supplemental oxygen 0 0 30
D28521 Anemia in chronic kidney disease 0 0 20
D5070 Pneumonitis due to inhalation of food or vomitus 30 0 150
D2800 Iron deficiency anemia secondary to blood loss (chronic) 0 0 20
D4275 Cardiac arrest 0 0 60
D2809 Iron deficiency anemia, unspecified 0 0 20
D4271 Paroxysmal ventricular tachycardia 0 0 20
D79029 Other abnormal glucose 0 0 50
D30500 Alcohol abuse, unspecified 0 0 170
D30501 Alcohol abuse, continuous 0 0 20
D27801 Morbid obesity 0 0 70
D96509 Poisoning by other opiates and related narcotics 20 0 0
D920 Contusion of face, scalp, and neck except eye(s) 0 0 30
D4148 Other specified forms of chronic ischemic heart disease 0 0 20
D42789 Other specified cardiac dysrhythmias 0 0 110
D5119 Unspecified pleural effusion 0 0 40
D4168 Other chronic pulmonary heart diseases 0 0 20
D8505 Concussion with loss of consciousness of unspecified duration 0 0 20
D496 Chronic airway obstruction, not elsewhere classified 0 0 80
D4241 Aortic valve disorders 0 0 20
D25040 Diabetes with renal manifestations, type II or unspecified type, not stated as uncontrolled 0 0 20
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 50
D41071 Subendocardial infarction, initial episode of care 30 0 50
D9694 Poisoning by benzodiazepine-based tranquilizers 30 0 30
D56400 Constipation, unspecified 0 0 20
D4254 Other primary cardiomyopathies 0 0 50
D2767 Hyperpotassemia 0 0 30
D486 Pneumonia, organism unspecified 60 0 200
D2762 Acidosis 0 0 130
D2760 Hyperosmolality and/or hypernatremia 0 0 30
D2761 Hyposmolality and/or hyponatremia 0 0 90
D2768 Hypopotassemia 0 0 200
D87342 Open wound of forehead, without mention of complication 0 0 30
D5856 End stage renal disease 0 0 20
D5990 Urinary tract infection, site not specified 0 0 80
D3481 Anoxic brain damage 0 0 20
D27651 Dehydration 0 0 60
D40390 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage I through stage IV, or unspecified 0 0 50
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 30
D30560 Cocaine abuse, unspecified 0 0 20
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 20
D7850 Tachycardia, unspecified 0 0 30
D2753 Disorders of phosphorus metabolism 0 0 30
D2752 Disorders of magnesium metabolism 0 0 40
D311 Depressive disorder, not elsewhere classified 0 0 80
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 20
D5849 Acute kidney failure, unspecified 0 0 140
D8730 Open wound of scalp, without mention of complication 0 0 30
D2449 Unspecified acquired hypothyroidism 0 0 70
D27800 Obesity, unspecified 0 0 90
D30000 Anxiety state, unspecified 0 0 40
DV5861 Long-term (current) use of anticoagulants 0 0 20
D5939 Unspecified disorder of kidney and ureter 0 0 40
D30570 Amphetamine or related acting sympathomimetic abuse, unspecified 0 0 40
DV5867 Long-term (current) use of insulin 0 0 30
DV5866 Long-term (current) use of aspirin 0 0 20
D51881 Acute respiratory failure 550 0 830
D51882 Other pulmonary insufficiency, not elsewhere classified 0 0 20
D73300 Osteoporosis, unspecified 0 0 20
D51884 Acute and chronic respiratory failure 50 0 20
D45829 Other iatrogenic hypotension 0 0 20
D53081 Esophageal reflux 0 0 60
D79902 Hypoxemia 0 0 60
D41401 Coronary atherosclerosis of native coronary artery 0 0 130
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 20
D4019 Unspecified essential hypertension 0 0 460
D2875 Thrombocytopenia, unspecified 0 0 40
D28860 Leukocytosis, unspecified 0 0 50
D0389 Unspecified septicemia 150 0 90
D412 Old myocardial infarction 0 0 40
D72888 Rhabdomyolysis 0 0 40
External Causes Distribution
External Cause Code Description Count
EE8542 Accidental poisoning by psychostimulants 20
EE9500 Suicide and self-inflicted poisoning by analgesics, antipyretics, and antirheumatics 30
EE8494 Accidents occurring in place for recreation and sport 20
EE8496 Accidents occurring in public building 30
EE030 Unspecified activity 20
EE8889 Unspecified fall 40
EE8532 Accidental poisoning by benzodiazepine-based tranquilizers 30
EE9654 Assault by other and unspecified firearm 20
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 80
EE8788 Other specified surgical operations and procedures causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation 40
EE8160 Motor vehicle traffic accident due to loss of control, without collision on the highway, injuring driver of motor vehicle other than motorcycle 30
EE8497 Accidents occurring in residential institution 370
EE966 Assault by cutting and piercing instrument 30
EE8502 Accidental poisoning by other opiates and related narcotics 30
EE9289 Unspecified accident 30
EE9504 Suicide and self-inflicted poisoning by other specified drugs and medicinal substances 40
EE9503 Suicide and self-inflicted poisoning by tranquilizers and other psychotropic agents 50
EE0008 Other external cause status 40
EE9600 Unarmed fight or brawl 30
EE9331 Antineoplastic and immunosuppressive drugs causing adverse effects in therapeutic use 20
EE9342 Anticoagulants causing adverse effects in therapeutic use 20
EE8490 Accident in home 400
EE0009 Unspecified external cause status 30
EE8798 Other specified procedures as the cause of abnormal reaction of patient, or of later complication, without mention of misadventure at time of procedure 50
EE8498 Accidents occurring in other specified places 110
EE8495 Street and highway accidents 150
EE8120 Other motor vehicle traffic accident involving collision with motor vehicle injuring driver of motor vehicle other than motorcycle 30
EE8499 Accidents occurring in unspecified place 160