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)

2,370

Sex Count
Male 1350
Female 1010
In hospital
Mortality

45.57 %

Length of Stay Distribution
Mean LOS: 11.54 days FQ: 3 days Median: 8 days TQ: 15 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Transferred in from Hospital ( N1_h ) 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
Another hospital 2370
Disposition Distribution
Disposition Count
Routine 470
Transfer to short-term hospital 150
Home Health Care 160
Died in hospital 1080
Transfer other SNF, ICF, etc. 470
Payer Distribution
Payer Count
Medicare 330
Medicaid 330
Private insurance 320
Self-pay 350
Other payer 340
Unknown payer 340
No charge 320
Race Distribution
Race Count
White 330
Black 320
Hispanic 300
Asian or Pacific Islander 340
Native American 330
Other 390
Race missing, unknown 330
State variation
S1 S2
Count 1200 1170
Sex : Male 58.3% 54.7%
Sex : Female 40.8% 44.4%
Source : Another hospital 100.0% 100.0%
Disposition : Routine 20.8% 17.9%
Disposition : Transfer to short-term hospital 5.8% 6.8%
Disposition : Home Health Care 6.7% 6.0%
Disposition : Died in hospital 45.0% 45.3%
Disposition : Transfer other SNF, ICF, etc. 19.2% 20.5%
Payer : Medicare 14.2% 13.7%
Payer : Medicaid 13.3% 14.5%
Payer : Private insurance 13.3% 13.7%
Payer : Self-pay 15.0% 13.7%
Payer : Other payer 15.0% 12.8%
Payer : Unknown payer 14.2% 14.5%
Payer : No charge 13.3% 13.7%
Race : White 14.2% 13.7%
Race : Black 13.3% 13.7%
Race : Hispanic 14.2% 11.1%
Race : Asian or Pacific Islander 11.7% 16.2%
Race : Native American 14.2% 12.8%
Race : Other 16.7% 15.4%
Race : Race missing, unknown 13.3% 13.7%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 540 400 420 350 340 290
Sex : Male 51.9% 52.5% 61.9% 57.1% 55.9% 65.5%
Sex : Female 48.1% 47.5% 38.1% 42.9% 44.1% 34.5%
Source : Another hospital 100.0% 100.0% 100.0% 100.0% 100.0% 100.0%
Disposition : Routine 16.7% 17.5% 19.0% 20.0% 20.6% 24.1%
Disposition : Transfer to short-term hospital 5.6% 0% 4.8% 5.7% 5.9% 6.9%
Disposition : Died in hospital 46.3% 50.0% 45.2% 45.7% 41.2% 37.9%
Disposition : Transfer other SNF, ICF, etc. 20.4% 17.5% 19.0% 17.1% 17.6% 20.7%
Disposition : Home Health Care 5.6% 7.5% 4.8% 0% 8.8% 6.9%
Payer : Medicare 14.8% 15.0% 11.9% 11.4% 11.8% 10.3%
Payer : Medicaid 13.0% 12.5% 11.9% 14.3% 11.8% 13.8%
Payer : Private insurance 13.0% 12.5% 11.9% 14.3% 14.7% 10.3%
Payer : Self-pay 13.0% 15.0% 14.3% 14.3% 14.7% 17.2%
Payer : Other payer 14.8% 12.5% 11.9% 11.4% 11.8% 13.8%
Payer : Unknown payer 13.0% 12.5% 16.7% 14.3% 11.8% 13.8%
Payer : No charge 13.0% 12.5% 11.9% 11.4% 14.7% 10.3%
Race : White 13.0% 15.0% 14.3% 11.4% 11.8% 13.8%
Race : Black 13.0% 10.0% 11.9% 14.3% 14.7% 13.8%
Race : Hispanic 13.0% 12.5% 11.9% 14.3% 11.8% 13.8%
Race : Asian or Pacific Islander 14.8% 15.0% 9.5% 14.3% 11.8% 13.8%
Race : Native American 13.0% 15.0% 14.3% 11.4% 17.6% 10.3%
Race : Other 14.8% 17.5% 19.0% 11.4% 17.6% 13.8%
Race : Race missing, unknown 14.8% 12.5% 14.3% 11.4% 11.8% 13.8%
Age Distribution
Age Count
20 - 39 160
100 - 119 20
40 - 59 410
60 - 79 910
80 - 99 840
Mean age First quartile Median Third quartile
70.83 years 60 years 73 years 85 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 220 580 1010 550
Sex : Female 27.3% 39.7% 42.6% 50.9%
Sex : Male 68.2% 58.6% 57.4% 49.1%
Source : Another hospital 100.0% 100.0% 100.0% 100.0%
Disposition : Transfer to short-term hospital 0% 5.2% 6.9% 3.6%
Disposition : Home Health Care 0% 6.9% 5.9% 7.3%
Disposition : Died in hospital 18.2% 37.9% 48.5% 54.5%
Disposition : Transfer other SNF, ICF, etc. 13.6% 15.5% 20.8% 23.6%
Disposition : Routine 50.0% 29.3% 14.9% 5.5%
Payer : Medicare 9.1% 12.1% 14.9% 16.4%
Payer : Medicaid 13.6% 12.1% 14.9% 12.7%
Payer : Private insurance 13.6% 15.5% 12.9% 10.9%
Payer : Self-pay 13.6% 15.5% 13.9% 12.7%
Payer : Other payer 9.1% 12.1% 14.9% 14.5%
Payer : Unknown payer 13.6% 15.5% 12.9% 14.5%
Payer : No charge 13.6% 12.1% 13.9% 12.7%
Race : White 13.6% 12.1% 13.9% 14.5%
Race : Black 18.2% 13.8% 12.9% 10.9%
Race : Hispanic 9.1% 12.1% 13.9% 10.9%
Race : Asian or Pacific Islander 13.6% 13.8% 13.9% 14.5%
Race : Native American 9.1% 15.5% 12.9% 14.5%
Race : Other 13.6% 17.2% 16.8% 14.5%
Race : Race missing, unknown 13.6% 12.1% 12.9% 14.5%
Procedure Distribution
Procedure Code Description Count
P3897 Central venous catheter placement with guidance 20
P8856 Coronary arteriography using two catheters 50
P8703 Computerized axial tomography of head 40
P3322 Fiber-optic bronchoscopy 60
P5491 Percutaneous abdominal drainage 30
P9962 Other electric countershock of heart 50
P8801 Computerized axial tomography of abdomen 20
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 70
P311 Temporary tracheostomy 80
P9604 Insertion of endotracheal tube 2370
P9915 Parenteral infusion of concentrated nutritional substances 60
P0017 Infusion of vasopressor agent 30
P966 Enteral infusion of concentrated nutritional substances 50
P8872 Diagnostic ultrasound of heart 100
P3891 Arterial catheterization 130
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 610
P9960 Cardiopulmonary resuscitation, not otherwise specified 260
P5794 Insertion of indwelling urinary catheter 30
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 1240
P0331 Spinal tap 40
P8853 Angiocardiography of left heart structures 30
P9904 Transfusion of packed cells 390
P4513 Other endoscopy of small intestine 40
P3404 Insertion of intercostal catheter for drainage 40
P3893_2 Venous catheterization, not elsewhere classified 2nd 60
P9905 Transfusion of platelets 70
P3995 Hemodialysis 100
P3491 Thoracentesis 40
P3895 Venous catheterization for renal dialysis 80
P3893 Venous catheterization, not elsewhere classified 700
P9396 Other oxygen enrichment 60
P8741 Computerized axial tomography of thorax 20
P9607 Insertion of other (naso-)gastric tube 30
P9656 Other lavage of bronchus and trachea 20
P3324 Closed [endoscopic] biopsy of bronchus 120
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 30
P3722 Left heart cardiac catheterization 20
P9390 Non-invasive mechanical ventilation 140
P9907 Transfusion of other serum 120
P022 Ventriculostomy 20
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 190
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 360
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 50
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 20
DG202 DRG V24 : CIRRHOSIS & ALCOHOLIC HEPATITIS 20
DG1 DRG V24 : CRANIOTOMY AGE >17 W CC 20
DG123 DRG V24 : CIRCULATORY DISORDERS W AMI, EXPIRED 50
DG110 DRG V24 : MAJOR CARDIOVASCULAR PROCEDURES W CC 30
DG449 DRG V24 : POISONING & TOXIC EFFECTS OF DRUGS AGE >17 W CC 50
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 70
DG28 DRG V24 : TRAUMATIC STUPOR & COMA, COMA <1 HR AGE >17 W CC 20
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 80
DG121 DRG V24 : CIRCULATORY DISORDERS W AMI & MAJOR COMP, DISCHARGED ALIVE 20
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 150
DG316 DRG V24 : RENAL FAILURE 20
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 100
DG543 DRG V24 : CRANIOTOMY W MAJOR DEVICE IMPLANT OR ACUTE COMPLEX CNS PDX 20
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 230
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 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 0 160
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 20
D78552 Septic shock 0 0 120
D78551 Cardiogenic shock 0 0 30
D00845 Intestinal infection due to Clostridium difficile 0 0 20
D5990 Urinary tract infection, site not specified 0 0 110
D4280 Congestive heart failure, unspecified 30 0 220
D99592 Severe sepsis 0 0 180
D2859 Anemia, unspecified 0 0 140
D2851 Acute posthemorrhagic anemia 0 0 30
D2720 Pure hypercholesterolemia 0 0 30
DV4581 Aortocoronary bypass status 0 0 40
D2724 Other and unspecified hyperlipidemia 0 0 150
D5859 Chronic kidney disease, unspecified 0 0 70
D5185 Pulmonary insufficiency following trauma and surgery 0 0 60
DV1582 Personal history of tobacco use 0 0 90
D5180 Pulmonary collapse 0 0 40
D431 Intracerebral hemorrhage 60 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 20
D49390 Asthma, unspecified type, unspecified 0 0 20
D78001 Coma 0 0 40
D430 Subarachnoid hemorrhage 20 0 0
D42741 Ventricular fibrillation 0 0 30
D78009 Other alteration of consciousness 0 0 20
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 20
DV4986 Do not resuscitate status 0 0 20
DV667 Encounter for palliative care 0 0 70
D78039 Other convulsions 0 0 50
D49121 Obstructive chronic bronchitis with (acute) exacerbation 20 0 80
D03842 Septicemia due to escherichia coli [E. coli] 20 0 0
D4589 Hypotension, unspecified 0 0 60
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 30 0 20
D34831 Metabolic encephalopathy 0 0 20
D42731 Atrial fibrillation 0 0 160
D5070 Pneumonitis due to inhalation of food or vomitus 50 0 140
D4275 Cardiac arrest 0 0 90
D4271 Paroxysmal ventricular tachycardia 0 0 40
D79029 Other abnormal glucose 0 0 20
D30500 Alcohol abuse, unspecified 0 0 50
D27801 Morbid obesity 0 0 40
D27800 Obesity, unspecified 0 0 50
D5939 Unspecified disorder of kidney and ureter 0 0 40
D42789 Other specified cardiac dysrhythmias 0 0 60
D5119 Unspecified pleural effusion 0 0 40
D4168 Other chronic pulmonary heart diseases 0 0 30
D3314 Obstructive hydrocephalus 0 0 20
D41071 Subendocardial infarction, initial episode of care 40 0 40
D4254 Other primary cardiomyopathies 0 0 60
D2767 Hyperpotassemia 0 0 70
D486 Pneumonia, organism unspecified 60 0 180
D2762 Acidosis 0 0 130
D2760 Hyperosmolality and/or hypernatremia 0 0 60
D2761 Hyposmolality and/or hyponatremia 0 0 90
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 20
D2768 Hypopotassemia 0 0 110
D5853 Chronic kidney disease, Stage III (moderate) 0 0 20
D03811 Methicillin susceptible Staphylococcus aureus septicemia 30 0 0
D5856 End stage renal disease 0 0 20
D5712 Alcoholic cirrhosis of liver 0 0 20
D3481 Anoxic brain damage 0 0 50
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 70
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 40
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 40
D7850 Tachycardia, unspecified 0 0 20
D496 Chronic airway obstruction, not elsewhere classified 0 0 70
D2752 Disorders of magnesium metabolism 0 0 20
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 40
D5849 Acute kidney failure, unspecified 0 0 180
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 20
D2875 Thrombocytopenia, unspecified 0 0 50
D2449 Unspecified acquired hypothyroidism 0 0 80
D30000 Anxiety state, unspecified 0 0 20
DV5861 Long-term (current) use of anticoagulants 0 0 30
D99591 Sepsis 0 0 50
DV5867 Long-term (current) use of insulin 0 0 20
D51881 Acute respiratory failure 340 0 610
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 40 0 30
D3051 Tobacco use disorder 0 0 110
D53081 Esophageal reflux 0 0 40
D79902 Hypoxemia 0 0 50
D41401 Coronary atherosclerosis of native coronary artery 0 0 120
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 30
D28860 Leukocytosis, unspecified 0 0 20
DV4501 Cardiac pacemaker in situ 0 0 20
D70703 Pressure ulcer, lower back 0 0 20
D78720 Dysphagia, unspecified 0 0 30
D0389 Unspecified septicemia 300 0 170
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 40
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 20
EE8497 Accidents occurring in residential institution 270
EE8495 Street and highway accidents 60
EE9289 Unspecified accident 30
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
EE9342 Anticoagulants causing adverse effects in therapeutic use 30
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 50
EE8498 Accidents occurring in other specified places 50
EE8499 Accidents occurring in unspecified place 80