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)

1,270

Sex Count
Male 750
Female 520
In hospital
Mortality

18.9 %

Length of Stay Distribution
Mean LOS: 32.41 days FQ: 14 days Median: 25 days TQ: 41 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Temporary tracheostomy ( P311 ) followed by Discharge, Transferred or Died ( N1_x )

Mean ΔT: 20.12 days FQ: 6 days Median: 12 days TQ: 24 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 170
Another hospital 210
Another health facility including LTC 220
Emergency department 210
Unknown 210
Court/Law enforcement 220
Disposition Distribution
Disposition Count
Routine 170
Transfer to short-term hospital 140
Home Health Care 150
Died in hospital 240
Transfer other SNF, ICF, etc. 530
Payer Distribution
Payer Count
Medicare 170
Medicaid 180
Private insurance 180
Self-pay 170
Other payer 180
Unknown payer 180
No charge 180
Race Distribution
Race Count
White 160
Black 200
Hispanic 180
Asian or Pacific Islander 170
Native American 170
Other 190
Race missing, unknown 160
State variation
S1 S2
Count 630 630
Sex : Male 58.7% 58.7%
Sex : Female 41.3% 39.7%
Source : Routine, birth, etc 14.3% 12.7%
Source : Another hospital 14.3% 17.5%
Source : Another health facility including LTC 15.9% 19.0%
Source : Emergency department 19.0% 14.3%
Source : Unknown 17.5% 15.9%
Source : Court/Law enforcement 15.9% 19.0%
Disposition : Routine 11.1% 14.3%
Disposition : Transfer to short-term hospital 11.1% 9.5%
Disposition : Home Health Care 11.1% 11.1%
Disposition : Died in hospital 19.0% 17.5%
Disposition : Transfer other SNF, ICF, etc. 42.9% 39.7%
Payer : Medicare 14.3% 12.7%
Payer : Medicaid 14.3% 12.7%
Payer : Private insurance 14.3% 14.3%
Payer : Self-pay 12.7% 12.7%
Payer : Other payer 12.7% 14.3%
Payer : Unknown payer 14.3% 12.7%
Payer : No charge 12.7% 15.9%
Race : White 11.1% 12.7%
Race : Black 17.5% 14.3%
Race : Hispanic 12.7% 14.3%
Race : Asian or Pacific Islander 12.7% 12.7%
Race : Native American 12.7% 14.3%
Race : Other 15.9% 14.3%
Race : Race missing, unknown 12.7% 12.7%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 290 200 230 170 190 170
Sex : Female 44.8% 40.0% 34.8% 35.3% 36.8% 41.2%
Sex : Male 51.7% 60.0% 60.9% 58.8% 57.9% 58.8%
Source : Another hospital 13.8% 15.0% 13.0% 17.6% 15.8% 11.8%
Source : Another health facility including LTC 17.2% 15.0% 17.4% 11.8% 15.8% 17.6%
Source : Emergency department 13.8% 20.0% 17.4% 17.6% 10.5% 11.8%
Source : Unknown 17.2% 15.0% 13.0% 17.6% 15.8% 11.8%
Source : Court/Law enforcement 13.8% 15.0% 17.4% 11.8% 21.1% 17.6%
Source : Routine, birth, etc 13.8% 10.0% 13.0% 11.8% 10.5% 11.8%
Disposition : Routine 10.3% 15.0% 8.7% 0% 15.8% 17.6%
Disposition : Transfer to short-term hospital 10.3% 0% 8.7% 0% 10.5% 11.8%
Disposition : Died in hospital 17.2% 20.0% 21.7% 17.6% 15.8% 11.8%
Disposition : Transfer other SNF, ICF, etc. 44.8% 40.0% 43.5% 47.1% 36.8% 35.3%
Disposition : Home Health Care 10.3% 10.0% 8.7% 0% 10.5% 11.8%
Payer : Medicare 10.3% 15.0% 17.4% 0% 15.8% 11.8%
Payer : Medicaid 13.8% 0% 17.4% 0% 15.8% 17.6%
Payer : Private insurance 17.2% 15.0% 8.7% 17.6% 10.5% 11.8%
Payer : Self-pay 13.8% 10.0% 13.0% 11.8% 10.5% 11.8%
Payer : Other payer 13.8% 10.0% 13.0% 11.8% 10.5% 17.6%
Payer : Unknown payer 10.3% 15.0% 13.0% 11.8% 15.8% 11.8%
Payer : No charge 13.8% 15.0% 13.0% 11.8% 10.5% 0%
Race : Black 13.8% 20.0% 13.0% 11.8% 10.5% 17.6%
Race : Hispanic 10.3% 10.0% 13.0% 11.8% 15.8% 11.8%
Race : Asian or Pacific Islander 13.8% 10.0% 8.7% 11.8% 10.5% 11.8%
Race : Native American 17.2% 10.0% 13.0% 0% 15.8% 11.8%
Race : Other 13.8% 15.0% 13.0% 11.8% 15.8% 11.8%
Race : Race missing, unknown 10.3% 0% 13.0% 17.6% 10.5% 11.8%
Race : White 10.3% 15.0% 13.0% 0% 0% 0%
Age Distribution
Age Count
20 - 39 90
40 - 59 300
60 - 79 540
80 - 99 330
Mean age First quartile Median Third quartile
67.48 years 56 years 70 years 80 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 140 380 540 190
Sex : Male 64.3% 63.2% 57.4% 42.1%
Sex : Female 28.6% 34.2% 40.7% 52.6%
Source : Routine, birth, etc 0% 15.8% 11.1% 15.8%
Source : Another hospital 14.3% 15.8% 14.8% 15.8%
Source : Another health facility including LTC 14.3% 15.8% 18.5% 10.5%
Source : Emergency department 14.3% 13.2% 18.5% 21.1%
Source : Unknown 14.3% 15.8% 14.8% 21.1%
Source : Court/Law enforcement 14.3% 18.4% 16.7% 10.5%
Disposition : Transfer to short-term hospital 14.3% 7.9% 11.1% 10.5%
Disposition : Died in hospital 0% 15.8% 22.2% 21.1%
Disposition : Transfer other SNF, ICF, etc. 28.6% 36.8% 42.6% 52.6%
Payer : Medicare 0% 13.2% 13.0% 15.8%
Payer : Medicaid 0% 15.8% 13.0% 10.5%
Payer : Private insurance 14.3% 13.2% 14.8% 10.5%
Payer : Other payer 14.3% 13.2% 13.0% 10.5%
Payer : Unknown payer 0% 13.2% 13.0% 21.1%
Payer : No charge 0% 13.2% 16.7% 10.5%
Payer : Self-pay 14.3% 13.2% 11.1% 10.5%
Race : Black 0% 15.8% 16.7% 15.8%
Race : Hispanic 0% 13.2% 14.8% 10.5%
Race : Asian or Pacific Islander 0% 15.8% 11.1% 15.8%
Race : Native American 14.3% 13.2% 13.0% 10.5%
Race : Race missing, unknown 14.3% 10.5% 9.3% 15.8%
Disposition : Routine 28.6% 21.1% 7.4% 0%
Race : Other 14.3% 13.2% 18.5% 0%
Race : White 14.3% 13.2% 13.0% 0%
Disposition : Home Health Care 0% 13.2% 13.0% 0%
Procedure Distribution
Procedure Code Description Count
P3143 Closed [endoscopic] biopsy of larynx 30
P022 Ventriculostomy 20
P3322 Fiber-optic bronchoscopy 70
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 280
P3893_2 Venous catheterization, not elsewhere classified 2nd 60
P9604 Insertion of endotracheal tube 460
P9915 Parenteral infusion of concentrated nutritional substances 40
P3323 Other bronchoscopy 40
P4223 Other esophagoscopy 20
P966 Enteral infusion of concentrated nutritional substances 50
P8872 Diagnostic ultrasound of heart 30
P3891 Arterial catheterization 50
P311 Temporary tracheostomy 1270
P9672_2 Continuous invasive mechanical ventilation for 96 consecutive hours or more 2nd 20
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 520
P9960 Cardiopulmonary resuscitation, not otherwise specified 30
P0331 Spinal tap 20
P9904 Transfusion of packed cells 200
P3321 Bronchoscopy through artificial stoma 20
P4513 Other endoscopy of small intestine 30
P3404 Insertion of intercostal catheter for drainage 40
P9905 Transfusion of platelets 20
P3995 Hemodialysis 50
P3491 Thoracentesis 30
P3895 Venous catheterization for renal dialysis 30
P3893 Venous catheterization, not elsewhere classified 340
P9723 Replacement of tracheostomy tube 30
P4041 Radical neck dissection, unilateral 20
P9656 Other lavage of bronchus and trachea 20
P3324 Closed [endoscopic] biopsy of bronchus 100
P8669 Other skin graft to other sites 20
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 90
P3142 Laryngoscopy and other tracheoscopy 50
P9604_2 Insertion of endotracheal tube 2nd 50
P9390 Non-invasive mechanical ventilation 30
P9907 Transfusion of other serum 40
DRG Distribution
DRG Code Description Count
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 470
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 620
DG482 DRG V24 : TRACHEOSTOMY FOR FACE,MOUTH & NECK DIAGNOSES 170
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D496 Chronic airway obstruction, not elsewhere classified 0 0 40
D5601 Paralytic ileus 0 0 20
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 70
D42789 Other specified cardiac dysrhythmias 0 0 30
D5119 Unspecified pleural effusion 0 0 30
D78552 Septic shock 0 0 40
D5180 Pulmonary collapse 0 0 40
D3051 Tobacco use disorder 0 0 50
D2761 Hyposmolality and/or hyponatremia 0 0 50
D4280 Congestive heart failure, unspecified 0 0 60
D27800 Obesity, unspecified 0 0 20
D27801 Morbid obesity 0 0 20
D2875 Thrombocytopenia, unspecified 0 0 20
D2859 Anemia, unspecified 0 0 80
D2449 Unspecified acquired hypothyroidism 0 0 40
D2639 Unspecified protein-calorie malnutrition 0 0 60
D78039 Other convulsions 0 0 20
D49121 Obstructive chronic bronchitis with (acute) exacerbation 0 0 20
D99592 Severe sepsis 0 0 80
D4589 Hypotension, unspecified 0 0 20
D99591 Sepsis 0 0 30
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 20 0 0
D51881 Acute respiratory failure 140 0 230
DV441 Gastrostomy status 0 0 20
D51884 Acute and chronic respiratory failure 30 0 20
D42731 Atrial fibrillation 0 0 50
D4254 Other primary cardiomyopathies 0 0 20
D486 Pneumonia, organism unspecified 20 0 90
D2762 Acidosis 0 0 40
D2760 Hyperosmolality and/or hypernatremia 0 0 30
D5070 Pneumonitis due to inhalation of food or vomitus 20 0 90
D2720 Pure hypercholesterolemia 0 0 20
D79902 Hypoxemia 0 0 20
D2768 Hypopotassemia 0 0 60
D41401 Coronary atherosclerosis of native coronary artery 0 0 30
D5185 Pulmonary insufficiency following trauma and surgery 0 0 40
DV1582 Personal history of tobacco use 0 0 50
D2724 Other and unspecified hyperlipidemia 0 0 60
D4019 Unspecified essential hypertension 0 0 170
D5990 Urinary tract infection, site not specified 0 0 80
D4275 Cardiac arrest 0 0 20
DV4611 Dependence on respirator, status 0 0 40
D3481 Anoxic brain damage 0 0 30
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 30
D431 Intracerebral hemorrhage 40 0 0
D430 Subarachnoid hemorrhage 20 0 0
DV090 Infection with microorganisms resistant to penicillins 0 0 20
D5849 Acute kidney failure, unspecified 0 0 70
D28860 Leukocytosis, unspecified 0 0 20
D40390 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage I through stage IV, or unspecified 0 0 20
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 20
D70703 Pressure ulcer, lower back 0 0 20
D4821 Pneumonia due to Pseudomonas 0 0 20
D53081 Esophageal reflux 0 0 30
D78720 Dysphagia, unspecified 0 0 30
D0389 Unspecified septicemia 90 0 90
D28529 Anemia of other chronic disease 0 0 20
External Causes Distribution
External Cause Code Description Count
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 30
EE8497 Accidents occurring in residential institution 260
EE8495 Street and highway accidents 50
EE8788 Other specified surgical operations and procedures causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation 40
EE8490 Accident in home 70
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 20
EE8499 Accidents occurring in unspecified place 30