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)

3,420

Sex Count
Male 1890
Female 1520
In hospital
Mortality

40.64 %

Length of Stay Distribution
Mean LOS: 17.89 days FQ: 9 days Median: 14 days TQ: 21 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Continuous invasive mechanical ventilation for 96 consecutive hours or more ( P9672 ) followed by Insertion of endotracheal tube ( P9604 )

Mean ΔT: 0.23 days FQ: 0 days Median: 0 days TQ: 0 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 550
Another hospital 590
Another health facility including LTC 560
Emergency department 590
Unknown 560
Court/Law enforcement 550
Disposition Distribution
Disposition Count
Routine 480
Transfer to short-term hospital 210
Home Health Care 250
Died in hospital 1390
Transfer other SNF, ICF, etc. 1000
Unknown, Alive 40
Payer Distribution
Payer Count
Medicare 440
Medicaid 470
Private insurance 470
Self-pay 510
Other payer 500
Unknown payer 500
No charge 500
Race Distribution
Race Count
White 510
Black 470
Hispanic 460
Asian or Pacific Islander 490
Native American 490
Other 510
Race missing, unknown 460
State variation
S1 S2
Count 1740 1670
Sex : Male 55.2% 55.7%
Sex : Female 44.3% 44.3%
Source : Routine, birth, etc 15.5% 16.2%
Source : Another hospital 16.7% 18.0%
Source : Another health facility including LTC 16.1% 16.8%
Source : Emergency department 18.4% 16.2%
Source : Unknown 16.7% 16.2%
Source : Court/Law enforcement 16.1% 16.2%
Disposition : Routine 14.4% 13.8%
Disposition : Transfer to short-term hospital 6.3% 6.0%
Disposition : Home Health Care 7.5% 6.6%
Disposition : Died in hospital 40.2% 41.3%
Disposition : Transfer other SNF, ICF, etc. 28.7% 29.9%
Disposition : Unknown, Alive 1.1% 1.2%
Payer : Medicare 13.8% 12.0%
Payer : Medicaid 11.5% 15.6%
Payer : Private insurance 13.8% 13.8%
Payer : Self-pay 15.5% 14.4%
Payer : Other payer 16.1% 12.6%
Payer : Unknown payer 14.4% 15.0%
Payer : No charge 14.4% 15.0%
Race : White 14.9% 15.0%
Race : Black 13.2% 13.8%
Race : Hispanic 13.8% 13.2%
Race : Asian or Pacific Islander 13.8% 15.0%
Race : Native American 13.8% 14.4%
Race : Other 14.4% 15.0%
Race : Race missing, unknown 14.9% 12.0%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 790 610 570 490 480 450
Sex : Male 53.2% 55.7% 54.4% 55.1% 58.3% 55.6%
Sex : Female 46.8% 44.3% 43.9% 44.9% 39.6% 42.2%
Source : Routine, birth, etc 16.5% 14.8% 15.8% 14.3% 14.6% 17.8%
Source : Another hospital 19.0% 14.8% 17.5% 16.3% 18.8% 13.3%
Source : Another health facility including LTC 15.2% 16.4% 14.0% 14.3% 16.7% 17.8%
Source : Emergency department 17.7% 16.4% 17.5% 16.3% 16.7% 13.3%
Source : Unknown 15.2% 18.0% 15.8% 16.3% 14.6% 17.8%
Source : Court/Law enforcement 13.9% 16.4% 15.8% 18.4% 14.6% 15.6%
Disposition : Transfer to short-term hospital 5.1% 4.9% 5.3% 6.1% 4.2% 6.7%
Disposition : Died in hospital 45.6% 42.6% 38.6% 38.8% 33.3% 37.8%
Disposition : Transfer other SNF, ICF, etc. 27.8% 27.9% 29.8% 28.6% 31.3% 26.7%
Disposition : Routine 13.9% 13.1% 12.3% 14.3% 14.6% 13.3%
Disposition : Home Health Care 5.1% 4.9% 7.0% 6.1% 8.3% 8.9%
Payer : Medicare 11.4% 13.1% 12.3% 12.2% 12.5% 13.3%
Payer : Medicaid 13.9% 13.1% 14.0% 14.3% 12.5% 11.1%
Payer : Private insurance 13.9% 13.1% 12.3% 16.3% 12.5% 11.1%
Payer : Self-pay 15.2% 13.1% 12.3% 16.3% 14.6% 15.6%
Payer : Other payer 15.2% 14.8% 12.3% 14.3% 14.6% 11.1%
Payer : Unknown payer 12.7% 16.4% 17.5% 10.2% 10.4% 17.8%
Payer : No charge 15.2% 13.1% 15.8% 12.2% 14.6% 13.3%
Race : White 13.9% 14.8% 15.8% 16.3% 12.5% 13.3%
Race : Black 13.9% 11.5% 12.3% 12.2% 14.6% 13.3%
Race : Hispanic 11.4% 13.1% 14.0% 12.2% 14.6% 11.1%
Race : Asian or Pacific Islander 13.9% 13.1% 14.0% 14.3% 14.6% 13.3%
Race : Native American 13.9% 14.8% 12.3% 16.3% 12.5% 13.3%
Race : Other 16.5% 16.4% 12.3% 10.2% 12.5% 15.6%
Race : Race missing, unknown 12.7% 13.1% 14.0% 12.2% 14.6% 11.1%
Age Distribution
Age Count
20 - 39 150
100 - 119 30
40 - 59 630
60 - 79 1340
80 - 99 1260
Mean age First quartile Median Third quartile
71.66 years 61 years 74 years 85 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 250 890 1480 800
Sex : Male 60.0% 62.9% 54.1% 47.5%
Sex : Female 36.0% 36.0% 45.9% 51.3%
Source : Routine, birth, etc 16.0% 14.6% 15.5% 17.5%
Source : Another hospital 16.0% 16.9% 18.2% 16.3%
Source : Another health facility including LTC 16.0% 16.9% 16.2% 15.0%
Source : Emergency department 16.0% 16.9% 16.9% 16.3%
Source : Unknown 12.0% 16.9% 15.5% 17.5%
Source : Court/Law enforcement 12.0% 16.9% 16.2% 13.8%
Disposition : Routine 36.0% 22.5% 9.5% 5.0%
Disposition : Transfer to short-term hospital 0% 6.7% 6.1% 5.0%
Disposition : Home Health Care 0% 7.9% 8.1% 3.8%
Disposition : Died in hospital 28.0% 34.8% 41.9% 48.8%
Disposition : Transfer other SNF, ICF, etc. 16.0% 23.6% 31.8% 33.8%
Payer : Medicare 12.0% 11.2% 12.2% 15.0%
Payer : Medicaid 12.0% 13.5% 14.2% 12.5%
Payer : Private insurance 12.0% 12.4% 14.2% 13.8%
Payer : Self-pay 16.0% 15.7% 14.9% 13.8%
Payer : Other payer 16.0% 14.6% 14.2% 13.8%
Payer : Unknown payer 12.0% 16.9% 13.5% 13.8%
Payer : No charge 12.0% 13.5% 14.9% 15.0%
Race : White 16.0% 14.6% 14.9% 13.8%
Race : Black 12.0% 14.6% 12.8% 13.8%
Race : Hispanic 12.0% 13.5% 13.5% 13.8%
Race : Asian or Pacific Islander 8.0% 13.5% 14.9% 13.8%
Race : Native American 16.0% 13.5% 14.9% 12.5%
Race : Other 12.0% 14.6% 14.2% 15.0%
Race : Race missing, unknown 12.0% 12.4% 13.5% 13.8%
Procedure Distribution
Procedure Code Description Count
P8961 Systemic arterial pressure monitoring 20
P3897 Central venous catheter placement with guidance 40
P8856 Coronary arteriography using two catheters 30
P9605 Other intubation of respiratory tract 20
P8703 Computerized axial tomography of head 60
P3322 Fiber-optic bronchoscopy 90
P5491 Percutaneous abdominal drainage 40
P9962 Other electric countershock of heart 30
P9955 Prophylactic administration of vaccine against other diseases 30
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 230
P311 Temporary tracheostomy 230
P9604 Insertion of endotracheal tube 3420
P9915 Parenteral infusion of concentrated nutritional substances 100
P0139 Other incision of brain 20
P3323 Other bronchoscopy 30
P0017 Infusion of vasopressor agent 50
P8914 Electroencephalogram 40
P966 Enteral infusion of concentrated nutritional substances 130
P8872 Diagnostic ultrasound of heart 150
P3891 Arterial catheterization 140
P9672_2 Continuous invasive mechanical ventilation for 96 consecutive hours or more 2nd 20
P9921 Injection of antibiotic 20
P0131 Incision of cerebral meninges 20
P8962 Central venous pressure monitoring 20
P9960 Cardiopulmonary resuscitation, not otherwise specified 210
P5794 Insertion of indwelling urinary catheter 40
P0331 Spinal tap 100
P9904 Transfusion of packed cells 650
P4513 Other endoscopy of small intestine 60
P8964 Pulmonary artery wedge monitoring 20
P8877 Diagnostic ultrasound of peripheral vascular system 20
P3893 Venous catheterization, not elsewhere classified 1310
P3404 Insertion of intercostal catheter for drainage 80
P3893_2 Venous catheterization, not elsewhere classified 2nd 120
P3129 Other permanent tracheostomy 60
P9905 Transfusion of platelets 80
P3995 Hemodialysis 160
P3491 Thoracentesis 70
P3895 Venous catheterization for renal dialysis 120
P8841 Arteriography of cerebral arteries 20
P387 Interruption of the vena cava 20
P9396 Other oxygen enrichment 80
P8741 Computerized axial tomography of thorax 30
P9607 Insertion of other (naso-)gastric tube 30
P9656 Other lavage of bronchus and trachea 40
P3324 Closed [endoscopic] biopsy of bronchus 350
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 50
P3722 Left heart cardiac catheterization 20
P3324_2 Closed [endoscopic] biopsy of bronchus 2nd 20
P3409 Other incision of pleura 20
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 20
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 3420
P9390 Non-invasive mechanical ventilation 190
P9907 Transfusion of other serum 140
P022 Ventriculostomy 50
P9604_2 Insertion of endotracheal tube 2nd 90
DRG Distribution
DRG Code Description Count
DG127 DRG V24 : HEART FAILURE & SHOCK 40
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 1040
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 30
DG76 DRG V24 : OTHER RESP SYSTEM O.R. PROCEDURES W CC 30
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 70
DG1 DRG V24 : CRANIOTOMY AGE >17 W CC 30
DG123 DRG V24 : CIRCULATORY DISORDERS W AMI, EXPIRED 40
DG449 DRG V24 : POISONING & TOXIC EFFECTS OF DRUGS 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. 140
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 290
DG121 DRG V24 : CIRCULATORY DISORDERS W AMI & MAJOR COMP, DISCHARGED ALIVE 30
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 660
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 140
DG543 DRG V24 : CRANIOTOMY W MAJOR DEVICE IMPLANT OR ACUTE COMPLEX CNS PDX 60
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 40
D25002 Diabetes mellitus without mention of complication, type II or unspecified type, uncontrolled 0 0 30
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 240
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 40
D78552 Septic shock 0 0 200
D78551 Cardiogenic shock 0 0 30
D4019 Unspecified essential hypertension 0 0 460
D03842 Septicemia due to escherichia coli [E. coli] 40 0 0
D5859 Chronic kidney disease, unspecified 0 0 70
D4280 Congestive heart failure, unspecified 30 0 370
D99592 Severe sepsis 0 0 350
D6826 Cellulitis and abscess of leg, except foot 0 0 20
D2859 Anemia, unspecified 0 0 240
D34839 Other encephalopathy 0 0 20
D60000 Hypertrophy (benign) of prostate without urinary obstruction and other lower urinary tract symptom (LUTS) 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 80
D30391 Other and unspecified alcohol dependence, continuous 0 0 30
DV090 Infection with microorganisms resistant to penicillins 0 0 60
D00845 Intestinal infection due to Clostridium difficile 0 0 40
D42830 Diastolic heart failure, unspecified 0 0 20
D2720 Pure hypercholesterolemia 0 0 40
DV1259 Personal history of other diseases of circulatory system 0 0 30
DV4581 Aortocoronary bypass status 0 0 30
D2724 Other and unspecified hyperlipidemia 0 0 170
DV4582 Percutaneous transluminal coronary angioplasty status 0 0 30
D5185 Pulmonary insufficiency following trauma and surgery 0 0 60
DV1582 Personal history of tobacco use 0 0 120
D5180 Pulmonary collapse 0 0 70
D431 Intracerebral hemorrhage 100 0 50
DV1581 Personal history of noncompliance with medical treatment, presenting hazards to health 0 0 30
DV4611 Dependence on respirator, status 0 0 40
D49390 Asthma, unspecified type, unspecified 0 0 20
DV1254 Personal history of transient ischemic attack (TIA), and cerebral infarction without residual deficits 0 0 20
D78001 Coma 0 0 70
D430 Subarachnoid hemorrhage 30 0 20
D2536 Other disorders of neurohypophysis 0 0 20
D42741 Ventricular fibrillation 0 0 20
D4821 Pneumonia due to Pseudomonas 0 0 20
D4820 Pneumonia due to Klebsiella pneumoniae 0 0 20
D042 Human immunodeficiency virus [HIV] disease 20 0 0
D2639 Unspecified protein-calorie malnutrition 0 0 110
D42731 Atrial fibrillation 0 0 280
D70722 Pressure ulcer, stage II 0 0 20
D5601 Paralytic ileus 0 0 50
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 40
D2738 Other disorders of plasma protein metabolism 0 0 20
D41519 Other pulmonary embolism and infarction 0 0 20
D49320 Chronic obstructive asthma, unspecified 0 0 20
D49322 Chronic obstructive asthma with (acute) exacerbation 0 0 20
D03849 Other septicemia due to gram-negative organisms 20 0 0
DV667 Encounter for palliative care 0 0 100
D78039 Other convulsions 0 0 60
D49121 Obstructive chronic bronchitis with (acute) exacerbation 40 0 130
D43411 Cerebral embolism with cerebral infarction 20 0 0
D1629 Malignant neoplasm of bronchus and lung, unspecified 0 0 20
D4589 Hypotension, unspecified 0 0 70
D40291 Unspecified hypertensive heart disease with heart failure 0 0 20
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 70 0 60
D34830 Encephalopathy, unspecified 0 0 50
D34831 Metabolic encephalopathy 0 0 50
D42732 Atrial flutter 0 0 30
DV462 Other dependence on machines, supplemental oxygen 0 0 40
D5070 Pneumonitis due to inhalation of food or vomitus 100 0 250
D5119 Unspecified pleural effusion 0 0 60
D48283 Pneumonia due to other gram-negative bacteria 0 0 20
D2800 Iron deficiency anemia secondary to blood loss (chronic) 0 0 20
D4275 Cardiac arrest 0 0 100
D5770 Acute pancreatitis 0 0 20
D2809 Iron deficiency anemia, unspecified 0 0 20
D4271 Paroxysmal ventricular tachycardia 0 0 40
D79029 Other abnormal glucose 0 0 40
D30500 Alcohol abuse, unspecified 0 0 30
D34982 Toxic encephalopathy 0 0 20
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 60
D27800 Obesity, unspecified 0 0 50
D5939 Unspecified disorder of kidney and ureter 0 0 40
D515 Postinflammatory pulmonary fibrosis 0 0 30
D5712 Alcoholic cirrhosis of liver 0 0 30
D4148 Other specified forms of chronic ischemic heart disease 0 0 20
D42789 Other specified cardiac dysrhythmias 0 0 120
D2752 Disorders of magnesium metabolism 0 0 30
D4168 Other chronic pulmonary heart diseases 0 0 40
D43820 Late effects of cerebrovascular disease, hemiplegia affecting unspecified side 0 0 30
D7994 Cachexia 0 0 20
D496 Chronic airway obstruction, not elsewhere classified 0 0 130
D4241 Aortic valve disorders 0 0 30
D4240 Mitral valve disorders 0 0 20
D25040 Diabetes with renal manifestations, type II or unspecified type, not stated as uncontrolled 0 0 20
D3314 Obstructive hydrocephalus 0 0 30
D3310 Alzheimer's disease 0 0 20
D41071 Subendocardial infarction, initial episode of care 50 0 80
DV441 Gastrostomy status 0 0 30
D56400 Constipation, unspecified 0 0 30
D2766 Description not found for D2766 0 0 20
D2767 Hyperpotassemia 0 0 80
D486 Pneumonia, organism unspecified 130 0 340
D2762 Acidosis 0 0 170
D481 Pneumococcal pneumonia [Streptococcus pneumoniae pneumonia] 0 0 20
D2760 Hyperosmolality and/or hypernatremia 0 0 110
D2761 Hyposmolality and/or hyponatremia 0 0 140
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 40
D2768 Hypopotassemia 0 0 180
D2769 Electrolyte and fluid disorders not elsewhere classified 0 0 20
D04111 Methicillin susceptible Staphylococcus aureus in conditions classified elsewhere and of unspecified site 0 0 20
D5853 Chronic kidney disease, Stage III (moderate) 0 0 20
D03811 Methicillin susceptible Staphylococcus aureus septicemia 40 0 0
D5856 End stage renal disease 0 0 30
D5990 Urinary tract infection, site not specified 0 0 180
D3481 Anoxic brain damage 0 0 100
D570 Acute and subacute necrosis of liver 0 0 40
D2866 Defibrination syndrome 0 0 20
D29410 Dementia in conditions classified elsewhere without behavioral disturbance 0 0 30
D27651 Dehydration 0 0 120
D2869 Other and unspecified coagulation defects 0 0 30
D40390 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage I through stage IV, or unspecified 0 0 90
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 40
D28521 Anemia in chronic kidney disease 0 0 20
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 50
D28529 Anemia of other chronic disease 0 0 20
D7850 Tachycardia, unspecified 0 0 30
D2753 Disorders of phosphorus metabolism 0 0 20
D4254 Other primary cardiomyopathies 0 0 70
D4439 Peripheral vascular disease, unspecified 0 0 20
D311 Depressive disorder, not elsewhere classified 0 0 50
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 90
D5849 Acute kidney failure, unspecified 0 0 260
D2763 Alkalosis 0 0 20
D27801 Morbid obesity 0 0 70
D0414 Escherichia coli [E. coli] infection in conditions classified elsewhere and of unspecified site 0 0 30
D2875 Thrombocytopenia, unspecified 0 0 90
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
D7872 Description not found for D7872 0 0 30
D30570 Amphetamine or related acting sympathomimetic abuse, unspecified 0 0 20
DV5867 Long-term (current) use of insulin 0 0 30
D41011 Acute myocardial infarction of other anterior wall, initial episode of care 20 0 0
D51881 Acute respiratory failure 640 0 960
D51882 Other pulmonary insufficiency, not elsewhere classified 0 0 20
D73300 Osteoporosis, unspecified 0 0 50
D51884 Acute and chronic respiratory failure 90 0 60
DV1251 Personal history of venous thrombosis and embolism 0 0 20
D3051 Tobacco use disorder 0 0 140
D53081 Esophageal reflux 0 0 80
D79902 Hypoxemia 0 0 60
D41401 Coronary atherosclerosis of native coronary artery 0 0 150
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 40
D1120 Candidiasis of mouth 0 0 20
D1122 Candidiasis of other urogenital sites 0 0 30
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 70
DV103 Personal history of malignant neoplasm of breast 0 0 20
D28860 Leukocytosis, unspecified 0 0 40
D0382 Pneumococcal septicemia [Streptococcus pneumoniae septicemia] 20 0 0
D70703 Pressure ulcer, lower back 0 0 70
D0380 Streptococcal septicemia 40 0 20
D70707 Pressure ulcer, heel 0 0 20
D78720 Dysphagia, unspecified 0 0 40
D0389 Unspecified septicemia 540 0 300
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 110
EE8889 Unspecified fall 60
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 40
EE8497 Accidents occurring in residential institution 460
EE9444 Other diuretics causing adverse effects in therapeutic use 20
EE8495 Street and highway accidents 50
EE9289 Unspecified accident 30
EE0008 Other external cause status 20
EE9342 Anticoagulants causing adverse effects in therapeutic use 30
EE8499 Accidents occurring in unspecified place 110
EE8798 Other specified procedures as the cause of abnormal reaction of patient, or of later complication, without mention of misadventure at time of procedure 80
EE8859 Fall from other slipping, tripping, or stumbling 40
EE8498 Accidents occurring in other specified places 60
EE8490 Accident in home 250
EE9308 Other specified antibiotics causing adverse effects in therapeutic use 20