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)

2,710

Sex Count
Male 1460
Female 1240
In hospital
Mortality

56.09 %

Length of Stay Distribution
Mean LOS: 10.98 days FQ: 3 days Median: 8 days TQ: 15 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Venous catheterization, not elsewhere classified ( P3893 ) followed by Insertion of endotracheal tube ( P9604 )

Mean ΔT: 1.12 days FQ: 0 days Median: 0 days TQ: 0 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 460
Another hospital 440
Another health facility including LTC 460
Emergency department 450
Unknown 440
Court/Law enforcement 440
Disposition Distribution
Disposition Count
Routine 370
Transfer to short-term hospital 150
Home Health Care 160
Died in hospital 1520
Transfer other SNF, ICF, etc. 450
Unknown, Alive 20
Payer Distribution
Payer Count
Medicare 350
Medicaid 390
Private insurance 360
Self-pay 400
Other payer 390
Unknown payer 360
No charge 430
Race Distribution
Race Count
White 370
Black 360
Hispanic 380
Asian or Pacific Islander 370
Native American 410
Other 400
Race missing, unknown 400
State variation
S1 S2
Count 1340 1370
Sex : Male 54.5% 53.3%
Sex : Female 44.8% 46.0%
Source : Routine, birth, etc 15.7% 17.5%
Source : Another hospital 15.7% 16.8%
Source : Another health facility including LTC 16.4% 16.8%
Source : Emergency department 17.2% 16.1%
Source : Unknown 17.2% 15.3%
Source : Court/Law enforcement 16.4% 16.1%
Disposition : Routine 14.9% 12.4%
Disposition : Transfer to short-term hospital 6.0% 5.1%
Disposition : Home Health Care 6.0% 5.1%
Disposition : Died in hospital 54.5% 57.7%
Disposition : Transfer other SNF, ICF, etc. 16.4% 16.8%
Payer : Medicare 12.7% 13.1%
Payer : Medicaid 14.9% 13.9%
Payer : Private insurance 13.4% 12.4%
Payer : Self-pay 14.2% 15.3%
Payer : Other payer 13.4% 14.6%
Payer : Unknown payer 12.7% 13.9%
Payer : No charge 15.7% 15.3%
Race : White 14.2% 13.1%
Race : Black 11.2% 14.6%
Race : Hispanic 14.2% 13.9%
Race : Asian or Pacific Islander 12.7% 14.6%
Race : Native American 15.7% 13.9%
Race : Other 14.2% 14.6%
Race : Race missing, unknown 16.4% 13.1%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 570 450 470 430 410 360
Sex : Male 54.4% 51.1% 51.1% 51.2% 58.5% 58.3%
Sex : Female 45.6% 48.9% 46.8% 46.5% 41.5% 41.7%
Source : Routine, birth, etc 15.8% 20.0% 17.0% 14.0% 14.6% 16.7%
Source : Another hospital 17.5% 13.3% 14.9% 16.3% 17.1% 13.9%
Source : Another health facility including LTC 15.8% 17.8% 17.0% 14.0% 17.1% 16.7%
Source : Emergency department 17.5% 13.3% 12.8% 18.6% 14.6% 16.7%
Source : Unknown 14.0% 15.6% 19.1% 14.0% 14.6% 13.9%
Source : Court/Law enforcement 14.0% 15.6% 14.9% 16.3% 14.6% 16.7%
Disposition : Routine 12.3% 13.3% 12.8% 11.6% 12.2% 16.7%
Disposition : Transfer to short-term hospital 5.3% 4.4% 4.3% 4.7% 4.9% 5.6%
Disposition : Home Health Care 3.5% 4.4% 4.3% 4.7% 7.3% 5.6%
Disposition : Died in hospital 56.1% 57.8% 61.7% 55.8% 51.2% 50.0%
Disposition : Transfer other SNF, ICF, etc. 17.5% 13.3% 10.6% 18.6% 17.1% 16.7%
Payer : Medicare 8.8% 13.3% 12.8% 11.6% 14.6% 11.1%
Payer : Medicaid 15.8% 15.6% 10.6% 14.0% 14.6% 13.9%
Payer : Private insurance 14.0% 11.1% 10.6% 14.0% 12.2% 11.1%
Payer : Self-pay 14.0% 15.6% 12.8% 14.0% 12.2% 13.9%
Payer : Other payer 12.3% 15.6% 12.8% 14.0% 12.2% 13.9%
Payer : Unknown payer 14.0% 11.1% 12.8% 11.6% 12.2% 13.9%
Payer : No charge 14.0% 13.3% 17.0% 14.0% 14.6% 13.9%
Race : White 14.0% 15.6% 12.8% 11.6% 9.8% 13.9%
Race : Black 12.3% 11.1% 10.6% 16.3% 9.8% 13.9%
Race : Hispanic 12.3% 13.3% 14.9% 11.6% 14.6% 13.9%
Race : Asian or Pacific Islander 12.3% 13.3% 12.8% 11.6% 17.1% 8.3%
Race : Native American 15.8% 15.6% 14.9% 11.6% 12.2% 13.9%
Race : Other 14.0% 13.3% 14.9% 14.0% 12.2% 16.7%
Race : Race missing, unknown 14.0% 11.1% 14.9% 14.0% 17.1% 11.1%
Age Distribution
Age Count
20 - 39 110
40 - 59 490
60 - 79 1070
80 - 99 1000
Mean age First quartile Median Third quartile
71.65 years 61 years 74 years 85 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 190 710 1160 630
Sex : Male 57.9% 62.0% 50.9% 49.2%
Sex : Female 36.8% 38.0% 48.3% 50.8%
Source : Routine, birth, etc 10.5% 16.9% 16.4% 17.5%
Source : Another hospital 15.8% 14.1% 16.4% 17.5%
Source : Another health facility including LTC 15.8% 16.9% 16.4% 15.9%
Source : Emergency department 15.8% 15.5% 16.4% 15.9%
Source : Unknown 15.8% 18.3% 15.5% 14.3%
Source : Court/Law enforcement 15.8% 16.9% 16.4% 14.3%
Disposition : Routine 31.6% 19.7% 11.2% 4.8%
Disposition : Transfer to short-term hospital 0% 5.6% 6.0% 4.8%
Disposition : Home Health Care 0% 7.0% 6.0% 3.2%
Disposition : Died in hospital 42.1% 52.1% 56.0% 65.1%
Disposition : Transfer other SNF, ICF, etc. 10.5% 11.3% 18.1% 20.6%
Payer : Medicare 10.5% 11.3% 13.8% 11.1%
Payer : Medicaid 10.5% 15.5% 14.7% 12.7%
Payer : Private insurance 0% 12.7% 12.9% 14.3%
Payer : Self-pay 15.8% 14.1% 13.8% 15.9%
Payer : Other payer 10.5% 14.1% 14.7% 14.3%
Payer : Unknown payer 15.8% 12.7% 12.9% 12.7%
Payer : No charge 15.8% 15.5% 14.7% 15.9%
Race : White 10.5% 12.7% 13.8% 12.7%
Race : Black 21.1% 11.3% 12.1% 12.7%
Race : Hispanic 10.5% 15.5% 12.9% 12.7%
Race : Asian or Pacific Islander 10.5% 12.7% 13.8% 14.3%
Race : Native American 10.5% 15.5% 14.7% 14.3%
Race : Other 10.5% 14.1% 13.8% 14.3%
Race : Race missing, unknown 15.8% 14.1% 14.7% 14.3%
Procedure Distribution
Procedure Code Description Count
P8961 Systemic arterial pressure monitoring 20
P8703 Computerized axial tomography of head 30
P3322 Fiber-optic bronchoscopy 40
P5491 Percutaneous abdominal drainage 30
P9962 Other electric countershock of heart 60
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 60
P311 Temporary tracheostomy 40
P9604 Insertion of endotracheal tube 2710
P9915 Parenteral infusion of concentrated nutritional substances 60
P0017 Infusion of vasopressor agent 60
P966 Enteral infusion of concentrated nutritional substances 50
P8872 Diagnostic ultrasound of heart 100
P3891 Arterial catheterization 290
P9921 Injection of antibiotic 20
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 700
P9960 Cardiopulmonary resuscitation, not otherwise specified 350
P5794 Insertion of indwelling urinary catheter 30
P0331 Spinal tap 70
P9904 Transfusion of packed cells 450
P4513 Other endoscopy of small intestine 40
P3404 Insertion of intercostal catheter for drainage 70
P3893_2 Venous catheterization, not elsewhere classified 2nd 160
P9905 Transfusion of platelets 60
P3995 Hemodialysis 100
P3491 Thoracentesis 50
P9390 Non-invasive mechanical ventilation 140
P3895 Venous catheterization for renal dialysis 70
P3893 Venous catheterization, not elsewhere classified 2710
P9396 Other oxygen enrichment 40
P9607 Insertion of other (naso-)gastric tube 30
P9656 Other lavage of bronchus and trachea 20
P3324 Closed [endoscopic] biopsy of bronchus 160
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 30
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 1430
P9907 Transfusion of other serum 160
P9604_2 Insertion of endotracheal tube 2nd 30
DRG Distribution
DRG Code Description Count
DG127 DRG V24 : HEART FAILURE & SHOCK 50
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 240
DG204 DRG V24 : DISORDERS OF PANCREAS EXCEPT MALIGNANCY 20
DG174 DRG V24 : G.I. HEMORRHAGE W CC 20
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 490
DG489 DRG V24 : HIV W MAJOR RELATED CONDITION 20
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 20
DG578 DRG V24 : INFECTIOUS & PARASITIC DISEASES W O.R. PROCEDURE 60
DG202 DRG V24 : CIRRHOSIS & ALCOHOLIC HEPATITIS 30
DG123 DRG V24 : CIRCULATORY DISORDERS W AMI, EXPIRED 60
DG316 DRG V24 : RENAL FAILURE 30
DG449 DRG V24 : POISONING & TOXIC EFFECTS OF DRUGS AGE >17 W CC 40
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 30
DG138 DRG V24 : CARDIAC ARRHYTHMIA & CONDUCTION DISORDERS W CC 20
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 70
DG121 DRG V24 : CIRCULATORY DISORDERS W AMI & MAJOR COMP, DISCHARGED ALIVE 20
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 220
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 90
DG543 DRG V24 : CRANIOTOMY W MAJOR DEVICE IMPLANT OR ACUTE COMPLEX CNS PDX 30
DG205 DRG V24 : DISORDERS OF LIVER EXCEPT MALIG,CIRR,ALC HEPA W CC 20
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D78791 Diarrhea 0 0 30
D25002 Diabetes mellitus without mention of complication, type II or unspecified type, uncontrolled 0 0 20
D78559 Other shock without mention of trauma 0 0 20
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 180
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 20
D78552 Septic shock 0 0 220
D78551 Cardiogenic shock 0 0 60
D00845 Intestinal infection due to Clostridium difficile 0 0 20
D5859 Chronic kidney disease, unspecified 0 0 60
D4280 Congestive heart failure, unspecified 40 0 250
D99592 Severe sepsis 0 0 340
D6826 Cellulitis and abscess of leg, except foot 0 0 20
D2859 Anemia, unspecified 0 0 190
D43820 Late effects of cerebrovascular disease, hemiplegia affecting unspecified side 0 0 20
D30391 Other and unspecified alcohol dependence, continuous 0 0 30
D30390 Other and unspecified alcohol dependence, unspecified 0 0 20
DV090 Infection with microorganisms resistant to penicillins 0 0 30
D78550 Shock, unspecified 0 0 20
D2720 Pure hypercholesterolemia 0 0 30
DV4581 Aortocoronary bypass status 0 0 30
D2724 Other and unspecified hyperlipidemia 0 0 130
DV4582 Percutaneous transluminal coronary angioplasty status 0 0 20
D5185 Pulmonary insufficiency following trauma and surgery 0 0 50
DV1582 Personal history of tobacco use 0 0 110
D5180 Pulmonary collapse 0 0 40
D431 Intracerebral hemorrhage 50 0 30
DV1581 Personal history of noncompliance with medical treatment, presenting hazards to health 0 0 20
D60000 Hypertrophy (benign) of prostate without urinary obstruction and other lower urinary tract symptom (LUTS) 0 0 30
D49390 Asthma, unspecified type, unspecified 0 0 30
D78001 Coma 0 0 40
D430 Subarachnoid hemorrhage 20 0 20
D42741 Ventricular fibrillation 0 0 30
D78009 Other alteration of consciousness 0 0 20
D042 Human immunodeficiency virus [HIV] disease 20 0 0
D2639 Unspecified protein-calorie malnutrition 0 0 60
D42731 Atrial fibrillation 0 0 190
D5601 Paralytic ileus 0 0 30
D71590 Osteoarthrosis, unspecified whether generalized or localized, site unspecified 0 0 40
DV4986 Do not resuscitate status 0 0 20
D41519 Other pulmonary embolism and infarction 0 0 20
D03849 Other septicemia due to gram-negative organisms 20 0 0
DV667 Encounter for palliative care 0 0 80
D78039 Other convulsions 0 0 40
D49121 Obstructive chronic bronchitis with (acute) exacerbation 20 0 70
D03842 Septicemia due to escherichia coli [E. coli] 40 0 20
D4589 Hypotension, unspecified 0 0 80
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 30 0 20
D34830 Encephalopathy, unspecified 0 0 20
D34831 Metabolic encephalopathy 0 0 30
DV462 Other dependence on machines, supplemental oxygen 0 0 20
D78959 Other ascites 0 0 20
D5070 Pneumonitis due to inhalation of food or vomitus 60 0 160
D4275 Cardiac arrest 0 0 130
D5770 Acute pancreatitis 20 0 20
D4271 Paroxysmal ventricular tachycardia 0 0 40
D79029 Other abnormal glucose 0 0 30
D27801 Morbid obesity 0 0 50
D27800 Obesity, unspecified 0 0 50
D5939 Unspecified disorder of kidney and ureter 0 0 40
D515 Postinflammatory pulmonary fibrosis 0 0 20
D5712 Alcoholic cirrhosis of liver 20 0 30
D42789 Other specified cardiac dysrhythmias 0 0 90
D5119 Unspecified pleural effusion 0 0 40
D4168 Other chronic pulmonary heart diseases 0 0 30
D2851 Acute posthemorrhagic anemia 0 0 20
D496 Chronic airway obstruction, not elsewhere classified 0 0 80
D25040 Diabetes with renal manifestations, type II or unspecified type, not stated as uncontrolled 0 0 20
D41071 Subendocardial infarction, initial episode of care 40 0 70
D27541 Hypocalcemia 0 0 20
D4254 Other primary cardiomyopathies 0 0 60
D2767 Hyperpotassemia 0 0 80
D486 Pneumonia, organism unspecified 70 0 190
D2762 Acidosis 0 0 210
D2760 Hyperosmolality and/or hypernatremia 0 0 60
D2761 Hyposmolality and/or hyponatremia 0 0 120
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 40
D2768 Hypopotassemia 0 0 130
D28860 Leukocytosis, unspecified 0 0 20
D03811 Methicillin susceptible Staphylococcus aureus septicemia 30 0 0
D5856 End stage renal disease 0 0 20
D5990 Urinary tract infection, site not specified 0 0 150
D3481 Anoxic brain damage 0 0 60
D570 Acute and subacute necrosis of liver 0 0 60
D2866 Defibrination syndrome 0 0 20
D29410 Dementia in conditions classified elsewhere without behavioral disturbance 0 0 20
D27651 Dehydration 0 0 110
D2869 Other and unspecified coagulation defects 0 0 40
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
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 40
D28529 Anemia of other chronic disease 0 0 20
D7850 Tachycardia, unspecified 0 0 20
D2753 Disorders of phosphorus metabolism 0 0 20
D2752 Disorders of magnesium metabolism 0 0 30
D311 Depressive disorder, not elsewhere classified 0 0 50
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 80
D5849 Acute kidney failure, unspecified 20 0 260
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 20
D0414 Escherichia coli [E. coli] infection in conditions classified elsewhere and of unspecified site 0 0 20
D2875 Thrombocytopenia, unspecified 0 0 80
D2449 Unspecified acquired hypothyroidism 0 0 70
DV5861 Long-term (current) use of anticoagulants 0 0 30
D99591 Sepsis 0 0 60
DV5867 Long-term (current) use of insulin 0 0 30
DV5866 Long-term (current) use of aspirin 0 0 20
D51881 Acute respiratory failure 320 0 690
DV1254 Personal history of transient ischemic attack (TIA), and cerebral infarction without residual deficits 0 0 20
D73300 Osteoporosis, unspecified 0 0 30
D51884 Acute and chronic respiratory failure 30 0 20
DV1251 Personal history of venous thrombosis and embolism 0 0 20
D3051 Tobacco use disorder 0 0 120
D53081 Esophageal reflux 0 0 50
D5128 Other spontaneous pneumothorax 0 0 20
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 40
D4019 Unspecified essential hypertension 0 0 350
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 30
D0380 Streptococcal septicemia 30 0 0
D78720 Dysphagia, unspecified 0 0 30
D0389 Unspecified septicemia 570 0 310
D412 Old myocardial infarction 0 0 50
D72888 Rhabdomyolysis 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 40
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 320
EE8495 Street and highway accidents 40
EE9289 Unspecified accident 20
EE9331 Antineoplastic and immunosuppressive drugs causing adverse effects in therapeutic use 30
EE9342 Anticoagulants causing adverse effects in therapeutic use 40
EE8490 Accident in home 220
EE8798 Other specified procedures as the cause of abnormal reaction of patient, or of later complication, without mention of misadventure at time of procedure 60
EE8498 Accidents occurring in other specified places 40
EE8499 Accidents occurring in unspecified place 70