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)

2,350

Sex Count
Male 1300
Female 1040
In hospital
Mortality

43.83 %

Length of Stay Distribution
Mean LOS: 11.71 days FQ: 3 days Median: 8 days TQ: 16 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Admission via ED ( N1_e ) followed by Insertion of endotracheal tube ( P9604 )

Mean ΔT: 2.32 days FQ: 0 days Median: 0 days TQ: 2 days

Variation by ΔT for

Source Distribution
Source Count
Emergency department 2350
Disposition Distribution
Disposition Count
Routine 490
Transfer to short-term hospital 150
Home Health Care 150
Died in hospital 1030
Transfer other SNF, ICF, etc. 480
Against medical advice 20
Unknown, Alive 20
Payer Distribution
Payer Count
Medicare 320
Medicaid 300
Private insurance 330
Self-pay 310
Other payer 350
Unknown payer 360
No charge 360
Race Distribution
Race Count
White 330
Black 320
Hispanic 330
Asian or Pacific Islander 340
Native American 320
Other 320
Race missing, unknown 350
State variation
S1 S2
Count 1200 1140
Sex : Male 54.2% 56.1%
Sex : Female 45.0% 43.9%
Source : Emergency department 100.0% 100.0%
Disposition : Routine 20.8% 20.2%
Disposition : Transfer to short-term hospital 5.0% 7.0%
Disposition : Home Health Care 5.8% 6.1%
Disposition : Died in hospital 43.3% 43.9%
Disposition : Transfer other SNF, ICF, etc. 20.8% 20.2%
Payer : Medicare 12.5% 14.0%
Payer : Medicaid 11.7% 13.2%
Payer : Private insurance 15.0% 12.3%
Payer : Self-pay 12.5% 14.0%
Payer : Other payer 14.2% 14.9%
Payer : Unknown payer 15.8% 14.9%
Payer : No charge 15.8% 14.9%
Race : White 12.5% 14.9%
Race : Black 14.2% 13.2%
Race : Hispanic 13.3% 14.0%
Race : Asian or Pacific Islander 15.0% 13.2%
Race : Native American 13.3% 14.0%
Race : Other 14.2% 13.2%
Race : Race missing, unknown 15.0% 14.9%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 530 440 370 350 330 310
Sex : Male 52.8% 52.3% 59.5% 51.4% 57.6% 58.1%
Sex : Female 47.2% 45.5% 37.8% 48.6% 39.4% 38.7%
Source : Emergency department 100.0% 100.0% 100.0% 100.0% 100.0% 100.0%
Disposition : Routine 18.9% 20.5% 18.9% 20.0% 21.2% 22.6%
Disposition : Transfer to short-term hospital 5.7% 4.5% 5.4% 5.7% 6.1% 6.5%
Disposition : Died in hospital 45.3% 47.7% 43.2% 42.9% 36.4% 35.5%
Disposition : Transfer other SNF, ICF, etc. 20.8% 18.2% 21.6% 20.0% 18.2% 19.4%
Disposition : Home Health Care 5.7% 4.5% 0% 5.7% 6.1% 6.5%
Payer : Medicaid 13.2% 9.1% 13.5% 8.6% 15.2% 9.7%
Payer : Private insurance 15.1% 13.6% 13.5% 14.3% 12.1% 9.7%
Payer : Self-pay 13.2% 11.4% 10.8% 14.3% 12.1% 12.9%
Payer : Other payer 15.1% 15.9% 10.8% 11.4% 12.1% 16.1%
Payer : Unknown payer 13.2% 15.9% 16.2% 14.3% 12.1% 16.1%
Payer : No charge 13.2% 15.9% 13.5% 17.1% 15.2% 12.9%
Payer : Medicare 11.3% 11.4% 13.5% 11.4% 15.2% 9.7%
Race : White 15.1% 13.6% 10.8% 17.1% 12.1% 9.7%
Race : Black 13.2% 13.6% 13.5% 11.4% 12.1% 16.1%
Race : Hispanic 13.2% 13.6% 13.5% 14.3% 15.2% 9.7%
Race : Asian or Pacific Islander 17.0% 11.4% 16.2% 11.4% 15.2% 9.7%
Race : Native American 13.2% 13.6% 10.8% 14.3% 12.1% 12.9%
Race : Other 13.2% 13.6% 13.5% 11.4% 9.1% 16.1%
Race : Race missing, unknown 13.2% 13.6% 13.5% 14.3% 15.2% 16.1%
Age Distribution
Age Count
20 - 39 140
100 - 119 20
40 - 59 450
60 - 79 850
80 - 99 860
Mean age First quartile Median Third quartile
70.73 years 59 years 74 years 85 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 240 600 950 540
Sex : Male 66.7% 63.3% 51.6% 48.1%
Sex : Female 29.2% 36.7% 47.4% 51.9%
Source : Emergency department 100.0% 100.0% 100.0% 100.0%
Disposition : Routine 45.8% 30.0% 14.7% 7.4%
Disposition : Transfer to short-term hospital 0% 6.7% 6.3% 3.7%
Disposition : Home Health Care 0% 5.0% 8.4% 3.7%
Disposition : Died in hospital 20.8% 38.3% 45.3% 55.6%
Disposition : Transfer other SNF, ICF, etc. 12.5% 15.0% 22.1% 25.9%
Payer : Medicare 16.7% 13.3% 12.6% 13.0%
Payer : Medicaid 8.3% 13.3% 11.6% 13.0%
Payer : Private insurance 16.7% 11.7% 14.7% 13.0%
Payer : Self-pay 12.5% 15.0% 11.6% 13.0%
Payer : Other payer 8.3% 13.3% 15.8% 13.0%
Payer : Unknown payer 12.5% 15.0% 14.7% 14.8%
Payer : No charge 12.5% 15.0% 15.8% 14.8%
Race : Black 12.5% 13.3% 12.6% 14.8%
Race : Hispanic 8.3% 15.0% 13.7% 13.0%
Race : Asian or Pacific Islander 12.5% 11.7% 14.7% 14.8%
Race : Native American 12.5% 15.0% 14.7% 9.3%
Race : Other 12.5% 15.0% 12.6% 13.0%
Race : Race missing, unknown 16.7% 13.3% 15.8% 14.8%
Race : White 12.5% 13.3% 13.7% 14.8%
Procedure Distribution
Procedure Code Description Count
P8856 Coronary arteriography using two catheters 30
P8703 Computerized axial tomography of head 70
P3322 Fiber-optic bronchoscopy 60
P5491 Percutaneous abdominal drainage 20
P9962 Other electric countershock of heart 40
P8801 Computerized axial tomography of abdomen 20
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 90
P3893_2 Venous catheterization, not elsewhere classified 2nd 50
P9604 Insertion of endotracheal tube 2350
P9915 Parenteral infusion of concentrated nutritional substances 40
P3323 Other bronchoscopy 20
P0017 Infusion of vasopressor agent 40
P8914 Electroencephalogram 20
P966 Enteral infusion of concentrated nutritional substances 50
P8872 Diagnostic ultrasound of heart 100
P3891 Arterial catheterization 130
P9921 Injection of antibiotic 20
P0131 Incision of cerebral meninges 20
P9960 Cardiopulmonary resuscitation, not otherwise specified 270
P5794 Insertion of indwelling urinary catheter 30
P0331 Spinal tap 60
P8853 Angiocardiography of left heart structures 20
P9904 Transfusion of packed cells 380
P3895 Venous catheterization for renal dialysis 70
P8659 Closure of skin and subcutaneous tissue of other sites 20
P4513 Other endoscopy of small intestine 40
P3893 Venous catheterization, not elsewhere classified 710
P3404 Insertion of intercostal catheter for drainage 50
P311 Temporary tracheostomy 90
P3129 Other permanent tracheostomy 20
P9905 Transfusion of platelets 60
P3995 Hemodialysis 80
P3491 Thoracentesis 40
P8841 Arteriography of cerebral arteries 20
P9396 Other oxygen enrichment 40
P8741 Computerized axial tomography of thorax 30
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 1210
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 620
P3142 Laryngoscopy and other tracheoscopy 20
P9390 Non-invasive mechanical ventilation 130
P9907 Transfusion of other serum 120
P022 Ventriculostomy 30
P9604_2 Insertion of endotracheal tube 2nd 50
DRG Distribution
DRG Code Description Count
DG127 DRG V24 : HEART FAILURE & SHOCK 30
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 210
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 20
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 220
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 350
DG569 DRG V24 : MAJOR SMALL & LARGE BOWEL PROCEDURES W CC W MAJOR GI DX 20
DG75 DRG V24 : MAJOR CHEST PROCEDURES 20
DG578 DRG V24 : INFECTIOUS & PARASITIC DISEASES W O.R. PROCEDURE 30
DG27 DRG V24 : TRAUMATIC STUPOR & COMA, COMA >1 HR 20
DG1 DRG V24 : CRANIOTOMY AGE >17 W CC 30
DG123 DRG V24 : CIRCULATORY DISORDERS W AMI, EXPIRED 30
DG110 DRG V24 : MAJOR CARDIOVASCULAR PROCEDURES W CC 30
DG449 DRG V24 : POISONING & TOXIC EFFECTS OF DRUGS AGE >17 W CC 60
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 70
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 110
DG121 DRG V24 : CIRCULATORY DISORDERS W AMI & MAJOR COMP, DISCHARGED ALIVE 30
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 120
DG316 DRG V24 : RENAL FAILURE 20
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 120
DG543 DRG V24 : CRANIOTOMY W MAJOR DEVICE IMPLANT OR ACUTE COMPLEX CNS PDX 30
Diagnosis Distribution
Diagnosis Code Description Primary POA All
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 0 150
D78552 Septic shock 0 0 100
D78551 Cardiogenic shock 0 0 20
D00845 Intestinal infection due to Clostridium difficile 0 0 20
D5990 Urinary tract infection, site not specified 0 0 90
D4280 Congestive heart failure, unspecified 30 0 200
D99592 Severe sepsis 0 0 180
D2859 Anemia, unspecified 0 0 150
D34590 Epilepsy, unspecified, without mention of intractable epilepsy 0 0 20
D30391 Other and unspecified alcohol dependence, continuous 0 0 20
D30390 Other and unspecified alcohol dependence, unspecified 0 0 20
DV090 Infection with microorganisms resistant to penicillins 0 0 30
D2720 Pure hypercholesterolemia 0 0 50
DV4581 Aortocoronary bypass status 0 0 40
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 60
DV1582 Personal history of tobacco use 0 0 90
D5180 Pulmonary collapse 0 0 50
D431 Intracerebral hemorrhage 70 0 40
D49390 Asthma, unspecified type, unspecified 0 0 20
D78001 Coma 0 0 40
D430 Subarachnoid hemorrhage 20 0 0
D42741 Ventricular fibrillation 0 0 20
D78009 Other alteration of consciousness 0 0 30
D2639 Unspecified protein-calorie malnutrition 0 0 50
D5601 Paralytic ileus 0 0 30
D71590 Osteoarthrosis, unspecified whether generalized or localized, site unspecified 0 0 30
DV4987 Physical restraints status 0 0 20
DV4986 Do not resuscitate status 0 0 20
D41519 Other pulmonary embolism and infarction 0 0 20
DV667 Encounter for palliative care 0 0 60
D78039 Other convulsions 0 0 40
D49121 Obstructive chronic bronchitis with (acute) exacerbation 20 0 70
D43411 Cerebral embolism with cerebral infarction 20 0 0
D4589 Hypotension, unspecified 0 0 60
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 30 0 30
D34830 Encephalopathy, unspecified 0 0 20
D42732 Atrial flutter 0 0 20
D42731 Atrial fibrillation 0 0 170
D5070 Pneumonitis due to inhalation of food or vomitus 40 0 150
D4275 Cardiac arrest 0 0 100
D4271 Paroxysmal ventricular tachycardia 0 0 30
D79029 Other abnormal glucose 0 0 20
D30500 Alcohol abuse, unspecified 0 0 40
D27801 Morbid obesity 0 0 40
D27800 Obesity, unspecified 0 0 50
D5939 Unspecified disorder of kidney and ureter 0 0 20
D42789 Other specified cardiac dysrhythmias 0 0 80
D5119 Unspecified pleural effusion 0 0 40
D4168 Other chronic pulmonary heart diseases 0 0 20
D496 Chronic airway obstruction, not elsewhere classified 0 0 80
D4241 Aortic valve disorders 0 0 20
D4240 Mitral valve disorders 0 0 20
D3314 Obstructive hydrocephalus 0 0 20
D41071 Subendocardial infarction, initial episode of care 30 0 60
D4254 Other primary cardiomyopathies 0 0 40
D2767 Hyperpotassemia 0 0 50
D486 Pneumonia, organism unspecified 80 0 180
D2762 Acidosis 0 0 120
D2760 Hyperosmolality and/or hypernatremia 0 0 40
D2761 Hyposmolality and/or hyponatremia 0 0 70
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 30
D2768 Hypopotassemia 0 0 110
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 30
D570 Acute and subacute necrosis of liver 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 40
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 30
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 20
D4148 Other specified forms of chronic ischemic heart disease 0 0 20
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 40
D5849 Acute kidney failure, unspecified 20 0 190
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 30
D2875 Thrombocytopenia, unspecified 0 0 50
D2449 Unspecified acquired hypothyroidism 0 0 80
D30000 Anxiety state, unspecified 0 0 30
D41091 Acute myocardial infarction of unspecified site, initial episode of care 0 0 20
DV5861 Long-term (current) use of anticoagulants 0 0 40
D99591 Sepsis 0 0 50
DV5866 Long-term (current) use of aspirin 0 0 20
D51881 Acute respiratory failure 340 0 600
D73300 Osteoporosis, unspecified 0 0 20
D51884 Acute and chronic respiratory failure 30 0 20
D3051 Tobacco use disorder 0 0 110
D53081 Esophageal reflux 0 0 70
D79902 Hypoxemia 0 0 40
D41401 Coronary atherosclerosis of native coronary artery 0 0 100
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 30
D4019 Unspecified essential hypertension 0 0 370
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 20
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 300 0 180
D412 Old myocardial infarction 0 0 30
External Causes Distribution
External Cause Code Description Count
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 60
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 300
EE9289 Unspecified accident 30
EE9503 Suicide and self-inflicted poisoning by tranquilizers and other psychotropic agents 20
EE0008 Other external cause status 20
EE9331 Antineoplastic and immunosuppressive drugs causing adverse effects in therapeutic use 20
EE9342 Anticoagulants causing adverse effects in therapeutic use 40
EE8490 Accident in home 240
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 40
EE8499 Accidents occurring in unspecified place 80
EE8495 Street and highway accidents 40