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)

2,330

Sex Count
Male 1330
Female 1000
In hospital
Mortality

42.92 %

Length of Stay Distribution
Mean LOS: 11.27 days FQ: 3 days Median: 7 days TQ: 14 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Routine admission ( N1_r ) followed by Insertion of endotracheal tube ( P9604 )

Mean ΔT: 2.21 days FQ: 0 days Median: 0 days TQ: 2 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 2330
Disposition Distribution
Disposition Count
Routine 500
Transfer to short-term hospital 150
Home Health Care 180
Died in hospital 1000
Transfer other SNF, ICF, etc. 440
Unknown, Alive 20
Payer Distribution
Payer Count
Medicare 340
Medicaid 290
Private insurance 300
Self-pay 350
Other payer 350
Unknown payer 330
No charge 350
Race Distribution
Race Count
White 320
Black 340
Hispanic 350
Asian or Pacific Islander 310
Native American 320
Other 350
Race missing, unknown 320
State variation
S1 S2
Count 1160 1160
Sex : Male 55.2% 58.6%
Sex : Female 44.0% 41.4%
Source : Routine, birth, etc 100.0% 100.0%
Disposition : Routine 21.6% 21.6%
Disposition : Transfer to short-term hospital 6.0% 6.9%
Disposition : Home Health Care 7.8% 7.8%
Disposition : Died in hospital 42.2% 43.1%
Disposition : Transfer other SNF, ICF, etc. 19.0% 18.1%
Payer : Medicare 13.8% 14.7%
Payer : Medicaid 13.8% 11.2%
Payer : Private insurance 11.2% 13.8%
Payer : Self-pay 14.7% 15.5%
Payer : Other payer 15.5% 14.7%
Payer : Unknown payer 14.7% 13.8%
Payer : No charge 15.5% 14.7%
Race : White 13.8% 13.8%
Race : Black 13.8% 14.7%
Race : Hispanic 14.7% 14.7%
Race : Asian or Pacific Islander 12.9% 12.9%
Race : Native American 12.9% 13.8%
Race : Other 14.7% 14.7%
Race : Race missing, unknown 14.7% 12.9%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 510 470 370 320 330 310
Sex : Male 52.9% 57.4% 54.1% 59.4% 57.6% 58.1%
Sex : Female 45.1% 42.6% 45.9% 37.5% 39.4% 41.9%
Source : Routine, birth, etc 100.0% 100.0% 100.0% 100.0% 100.0% 100.0%
Disposition : Routine 17.6% 21.3% 21.6% 21.9% 24.2% 22.6%
Disposition : Transfer to short-term hospital 7.8% 4.3% 5.4% 0% 6.1% 6.5%
Disposition : Home Health Care 5.9% 4.3% 8.1% 6.3% 6.1% 12.9%
Disposition : Died in hospital 47.1% 46.8% 45.9% 43.8% 30.3% 35.5%
Disposition : Transfer other SNF, ICF, etc. 17.6% 17.0% 16.2% 15.6% 24.2% 19.4%
Payer : Medicare 11.8% 14.9% 16.2% 12.5% 12.1% 12.9%
Payer : Medicaid 13.7% 12.8% 13.5% 12.5% 9.1% 9.7%
Payer : Private insurance 13.7% 8.5% 13.5% 9.4% 12.1% 12.9%
Payer : Self-pay 13.7% 14.9% 13.5% 15.6% 12.1% 16.1%
Payer : Other payer 11.8% 14.9% 10.8% 15.6% 15.2% 12.9%
Payer : Unknown payer 11.8% 17.0% 13.5% 9.4% 12.1% 12.9%
Payer : No charge 17.6% 10.6% 13.5% 15.6% 15.2% 9.7%
Race : White 13.7% 17.0% 13.5% 12.5% 12.1% 9.7%
Race : Black 11.8% 12.8% 13.5% 12.5% 18.2% 12.9%
Race : Hispanic 17.6% 14.9% 13.5% 12.5% 15.2% 9.7%
Race : Asian or Pacific Islander 9.8% 12.8% 10.8% 12.5% 12.1% 16.1%
Race : Native American 13.7% 12.8% 13.5% 12.5% 9.1% 12.9%
Race : Other 15.7% 14.9% 10.8% 12.5% 15.2% 16.1%
Race : Race missing, unknown 13.7% 12.8% 13.5% 12.5% 12.1% 9.7%
Age Distribution
Age Count
20 - 39 170
40 - 59 410
60 - 79 860
80 - 99 850
Mean age First quartile Median Third quartile
70.62 years 59 years 73 years 85 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 240 540 980 550
Sex : Male 70.8% 68.5% 52.0% 47.3%
Sex : Female 25.0% 31.5% 46.9% 52.7%
Source : Routine, birth, etc 100.0% 100.0% 100.0% 100.0%
Disposition : Routine 58.3% 31.5% 14.3% 5.5%
Disposition : Transfer to short-term hospital 0% 7.4% 7.1% 3.6%
Disposition : Home Health Care 0% 7.4% 9.2% 5.5%
Disposition : Died in hospital 16.7% 35.2% 44.9% 56.4%
Disposition : Transfer other SNF, ICF, etc. 8.3% 13.0% 21.4% 23.6%
Payer : Medicare 12.5% 13.0% 15.3% 12.7%
Payer : Medicaid 8.3% 13.0% 12.2% 12.7%
Payer : Private insurance 8.3% 9.3% 14.3% 10.9%
Payer : Self-pay 16.7% 14.8% 13.3% 16.4%
Payer : Other payer 12.5% 14.8% 13.3% 16.4%
Payer : Unknown payer 12.5% 14.8% 15.3% 10.9%
Payer : No charge 12.5% 14.8% 15.3% 12.7%
Race : White 12.5% 13.0% 12.2% 16.4%
Race : Black 12.5% 14.8% 15.3% 10.9%
Race : Asian or Pacific Islander 8.3% 14.8% 12.2% 12.7%
Race : Native American 12.5% 13.0% 13.3% 14.5%
Race : Other 12.5% 13.0% 16.3% 14.5%
Race : Race missing, unknown 16.7% 14.8% 14.3% 10.9%
Race : Hispanic 12.5% 13.0% 13.3% 16.4%
Procedure Distribution
Procedure Code Description Count
P8856 Coronary arteriography using two catheters 50
P8703 Computerized axial tomography of head 50
P3322 Fiber-optic bronchoscopy 30
P5491 Percutaneous abdominal drainage 30
P9962 Other electric countershock of heart 40
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 80
P311 Temporary tracheostomy 50
P9604 Insertion of endotracheal tube 2330
P9915 Parenteral infusion of concentrated nutritional substances 50
P0017 Infusion of vasopressor agent 30
P966 Enteral infusion of concentrated nutritional substances 50
P8872 Diagnostic ultrasound of heart 100
P3891 Arterial catheterization 130
P9921 Injection of antibiotic 20
P8962 Central venous pressure monitoring 20
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 570
P9960 Cardiopulmonary resuscitation, not otherwise specified 280
P5794 Insertion of indwelling urinary catheter 30
P0331 Spinal tap 60
P8853 Angiocardiography of left heart structures 30
P9904 Transfusion of packed cells 360
P8659 Closure of skin and subcutaneous tissue of other sites 30
P4513 Other endoscopy of small intestine 30
P3893 Venous catheterization, not elsewhere classified 690
P3404 Insertion of intercostal catheter for drainage 40
P3893_2 Venous catheterization, not elsewhere classified 2nd 50
P8877 Diagnostic ultrasound of peripheral vascular system 20
P9905 Transfusion of platelets 70
P3995 Hemodialysis 110
P3491 Thoracentesis 40
P3895 Venous catheterization for renal dialysis 70
P8841 Arteriography of cerebral arteries 20
P9396 Other oxygen enrichment 50
P8741 Computerized axial tomography of thorax 20
P9607 Insertion of other (naso-)gastric tube 30
P3324 Closed [endoscopic] biopsy of bronchus 130
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 30
P3722 Left heart cardiac catheterization 30
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 1270
P9390 Non-invasive mechanical ventilation 110
P9907 Transfusion of other serum 150
P022 Ventriculostomy 20
P9604_2 Insertion of endotracheal tube 2nd 40
DRG Distribution
DRG Code Description Count
DG127 DRG V24 : HEART FAILURE & SHOCK 30
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 210
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 370
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 40
DG486 DRG V24 : OTHER O.R. PROCEDURES FOR MULTIPLE SIGNIFICANT TRAUMA 20
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 20
DG1 DRG V24 : CRANIOTOMY AGE >17 W CC 20
DG123 DRG V24 : CIRCULATORY DISORDERS W AMI, EXPIRED 40
DG110 DRG V24 : MAJOR CARDIOVASCULAR PROCEDURES W CC 20
DG449 DRG V24 : POISONING & TOXIC EFFECTS OF DRUGS AGE >17 W CC 70
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 60
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 190
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 70
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 130
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 120
DG543 DRG V24 : CRANIOTOMY W MAJOR DEVICE IMPLANT OR ACUTE COMPLEX CNS PDX 20
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D78791 Diarrhea 0 0 20
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 20
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 160
D78552 Septic shock 0 0 120
D78551 Cardiogenic shock 0 0 40
D4019 Unspecified essential hypertension 0 0 340
D5990 Urinary tract infection, site not specified 0 0 110
D4280 Congestive heart failure, unspecified 30 0 210
D99592 Severe sepsis 0 0 160
D2859 Anemia, unspecified 0 0 140
D2851 Acute posthemorrhagic anemia 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 30
D2724 Other and unspecified hyperlipidemia 0 0 130
DV4582 Percutaneous transluminal coronary angioplasty status 0 0 20
D5859 Chronic kidney disease, unspecified 0 0 60
D5185 Pulmonary insufficiency following trauma and surgery 0 0 50
DV1582 Personal history of tobacco use 0 0 90
D5180 Pulmonary collapse 0 0 50
D431 Intracerebral hemorrhage 60 0 40
DV1581 Personal history of noncompliance with medical treatment, presenting hazards to health 0 0 30
DV4611 Dependence on respirator, status 0 0 20
D49390 Asthma, unspecified type, unspecified 0 0 20
D78001 Coma 0 0 50
D430 Subarachnoid hemorrhage 20 0 20
D42741 Ventricular fibrillation 0 0 30
D78009 Other alteration of consciousness 0 0 30
D2639 Unspecified protein-calorie malnutrition 0 0 50
D42731 Atrial fibrillation 0 0 170
D5601 Paralytic ileus 0 0 30
D71590 Osteoarthrosis, unspecified whether generalized or localized, site unspecified 0 0 20
D49322 Chronic obstructive asthma with (acute) exacerbation 0 0 20
DV667 Encounter for palliative care 0 0 60
D78039 Other convulsions 0 0 50
D49121 Obstructive chronic bronchitis with (acute) exacerbation 20 0 60
D4589 Hypotension, unspecified 0 0 70
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 30 0 30
D34830 Encephalopathy, unspecified 0 0 20
DV462 Other dependence on machines, supplemental oxygen 0 0 30
D5070 Pneumonitis due to inhalation of food or vomitus 50 0 140
D4275 Cardiac arrest 0 0 110
D2809 Iron deficiency anemia, unspecified 0 0 20
D4271 Paroxysmal ventricular tachycardia 0 0 40
D79029 Other abnormal glucose 0 0 30
D30500 Alcohol abuse, unspecified 0 0 40
D27801 Morbid obesity 0 0 20
D27800 Obesity, unspecified 0 0 40
D5939 Unspecified disorder of kidney and ureter 0 0 40
D42789 Other specified cardiac dysrhythmias 0 0 80
D5119 Unspecified pleural effusion 0 0 30
D4168 Other chronic pulmonary heart diseases 0 0 30
D496 Chronic airway obstruction, not elsewhere classified 0 0 70
D4241 Aortic valve disorders 0 0 20
D3310 Alzheimer's disease 0 0 20
D41071 Subendocardial infarction, initial episode of care 40 0 60
D4254 Other primary cardiomyopathies 0 0 40
D2767 Hyperpotassemia 0 0 60
D486 Pneumonia, organism unspecified 40 0 150
D2762 Acidosis 0 0 130
D2760 Hyperosmolality and/or hypernatremia 0 0 30
D2761 Hyposmolality and/or hyponatremia 0 0 100
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 30
D2768 Hypopotassemia 0 0 120
DV103 Personal history of malignant neoplasm of breast 0 0 20
D28860 Leukocytosis, unspecified 0 0 30
D5856 End stage renal disease 0 0 20
D5712 Alcoholic cirrhosis of liver 0 0 20
D3481 Anoxic brain damage 0 0 60
D570 Acute and subacute necrosis of liver 0 0 30
D29410 Dementia in conditions classified elsewhere without behavioral disturbance 0 0 20
D27651 Dehydration 0 0 80
D2869 Other and unspecified coagulation defects 0 0 20
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 30
D7850 Tachycardia, unspecified 0 0 20
D2753 Disorders of phosphorus metabolism 0 0 20
D2752 Disorders of magnesium metabolism 0 0 20
D311 Depressive disorder, not elsewhere classified 0 0 50
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 50
D5849 Acute kidney failure, unspecified 0 0 170
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 20
D2875 Thrombocytopenia, unspecified 0 0 60
D2449 Unspecified acquired hypothyroidism 0 0 60
D30000 Anxiety state, unspecified 0 0 20
DV5861 Long-term (current) use of anticoagulants 0 0 30
D99591 Sepsis 0 0 40
DV5867 Long-term (current) use of insulin 0 0 30
DV1259 Personal history of other diseases of circulatory system 0 0 20
D51881 Acute respiratory failure 360 0 600
D73300 Osteoporosis, unspecified 0 0 20
D51884 Acute and chronic respiratory failure 30 0 20
D3051 Tobacco use disorder 0 0 120
D53081 Esophageal reflux 0 0 50
D79902 Hypoxemia 0 0 40
D41401 Coronary atherosclerosis of native coronary artery 0 0 110
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 30
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 20
D70703 Pressure ulcer, lower back 0 0 20
D78720 Dysphagia, unspecified 0 0 20
D0389 Unspecified septicemia 300 0 180
D412 Old myocardial infarction 0 0 40
D72888 Rhabdomyolysis 0 0 20
External Causes Distribution
External Cause Code Description Count
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 60
EE8497 Accidents occurring in residential institution 290
EE8889 Unspecified fall 40
EE8495 Street and highway accidents 70
EE9503 Suicide and self-inflicted poisoning by tranquilizers and other psychotropic agents 20
EE9331 Antineoplastic and immunosuppressive drugs causing adverse effects in therapeutic use 20
EE8788 Other specified surgical operations and procedures causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation 30
EE9342 Anticoagulants causing adverse effects in therapeutic use 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 50
EE8859 Fall from other slipping, tripping, or stumbling 30
EE8498 Accidents occurring in other specified places 40
EE8499 Accidents occurring in unspecified place 80
EE8490 Accident in home 230