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.

Admission all sources ( N1_a ) followed by Discharge, Transferred or Died ( N1_x )

In visits with Primary Diagnosis: Unspecified pleural effusion ( D5119 )

Adult patients (Age > 20 years)

Visits
Adult patients (Age > 20 years)

610

Sex Count
Male 290
Female 310
In hospital
Mortality

3.28 %

Length of Stay Distribution
Mean LOS: 5.28 days FQ: 2 days Median: 4 days TQ: 6 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Admission all sources ( N1_a ) followed by Discharge, Transferred or Died ( N1_x )

Mean ΔT: 5.28 days FQ: 2 days Median: 4 days TQ: 6 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 100
Another hospital 90
Another health facility including LTC 80
Emergency department 100
Unknown 110
Court/Law enforcement 110
Disposition Distribution
Disposition Count
Routine 430
Home Health Care 70
Died in hospital 20
Transfer other SNF, ICF, etc. 60
Payer Distribution
Payer Count
Medicare 90
Private insurance 90
Self-pay 100
Other payer 70
Unknown payer 80
No charge 70
Medicaid 90
Race Distribution
Race Count
White 80
Black 100
Hispanic 90
Asian or Pacific Islander 70
Native American 80
Other 100
Race missing, unknown 70
State variation
S1 S2
Count 320 290
Sex : Male 46.9% 48.3%
Sex : Female 50.0% 48.3%
Source : Routine, birth, etc 12.5% 17.2%
Source : Another hospital 12.5% 17.2%
Source : Another health facility including LTC 15.6% 10.3%
Source : Emergency department 15.6% 17.2%
Source : Unknown 18.8% 17.2%
Source : Court/Law enforcement 18.8% 17.2%
Disposition : Routine 68.8% 69.0%
Disposition : Home Health Care 9.4% 10.3%
Disposition : Transfer other SNF, ICF, etc. 9.4% 10.3%
Payer : Medicare 12.5% 13.8%
Payer : Medicaid 15.6% 10.3%
Payer : Private insurance 12.5% 13.8%
Payer : Self-pay 15.6% 17.2%
Payer : Other payer 12.5% 10.3%
Payer : Unknown payer 9.4% 13.8%
Payer : No charge 12.5% 10.3%
Race : Black 18.8% 10.3%
Race : Hispanic 12.5% 13.8%
Race : Asian or Pacific Islander 9.4% 10.3%
Race : Native American 9.4% 17.2%
Race : Other 15.6% 13.8%
Race : Race missing, unknown 9.4% 10.3%
Race : White 12.5% 10.3%
Yearly variation
2006 2007
Count 130 100
Sex : Male 46.2% 40.0%
Sex : Female 53.8% 60.0%
Source : Routine, birth, etc 15.4% 0%
Source : Emergency department 15.4% 20.0%
Source : Unknown 15.4% 0%
Source : Court/Law enforcement 15.4% 20.0%
Disposition : Routine 69.2% 60.0%
Payer : Medicaid 15.4% 0%
Payer : Self-pay 15.4% 0%
Payer : Unknown payer 15.4% 0%
Race : Hispanic 15.4% 0%
Race : Native American 15.4% 0%
Race : Other 15.4% 0%
Race : Black 0% 20.0%
Age Distribution
Age Count
80 - 99 260
40 - 59 100
60 - 79 230
Mean age First quartile Median Third quartile
73.66 years 63 years 76 years 86 years
65 >= Age > 45 85 >= Age > 65 Age > 85
Count 130 280 160
Sex : Male 46.2% 46.4% 43.8%
Sex : Female 53.8% 50.0% 50.0%
Source : Routine, birth, etc 15.4% 14.3% 12.5%
Source : Another hospital 0% 14.3% 12.5%
Source : Another health facility including LTC 15.4% 10.7% 12.5%
Source : Emergency department 0% 14.3% 18.8%
Source : Unknown 15.4% 21.4% 12.5%
Source : Court/Law enforcement 15.4% 17.9% 18.8%
Disposition : Routine 84.6% 67.9% 50.0%
Disposition : Transfer other SNF, ICF, etc. 0% 7.1% 25.0%
Payer : Medicare 0% 14.3% 12.5%
Payer : Medicaid 15.4% 10.7% 12.5%
Payer : Private insurance 0% 14.3% 12.5%
Payer : Self-pay 15.4% 14.3% 12.5%
Payer : Unknown payer 0% 10.7% 12.5%
Race : Black 0% 14.3% 18.8%
Race : Hispanic 0% 14.3% 12.5%
Race : Native American 15.4% 10.7% 12.5%
Race : Other 15.4% 14.3% 18.8%
Payer : Other payer 15.4% 10.7% 0%
Disposition : Home Health Care 0% 14.3% 0%
Payer : No charge 0% 10.7% 0%
Race : White 0% 14.3% 0%
Race : Asian or Pacific Islander 0% 10.7% 0%
Race : Race missing, unknown 0% 14.3% 0%
Procedure Distribution
Procedure Code Description Count
P9904 Transfusion of packed cells 20
P3420 Thoracoscopic pleural biopsy 20
P8872 Diagnostic ultrasound of heart 20
P8741 Computerized axial tomography of thorax 30
P3324 Closed [endoscopic] biopsy of bronchus 20
P3492 Injection into thoracic cavity 50
P3893 Venous catheterization, not elsewhere classified 20
P3404 Insertion of intercostal catheter for drainage 80
P3491_2 Thoracentesis 2nd 40
P8873 Diagnostic ultrasound of other sites of thorax 50
P3491 Thoracentesis 360
P3424 Other pleural biopsy 20
DRG Distribution
DRG Code Description Count
DG75 DRG V24 : MAJOR CHEST PROCEDURES 30
DG76 DRG V24 : OTHER RESP SYSTEM O.R. PROCEDURES W CC 20
DG86 DRG V24 : PLEURAL EFFUSION W/O CC 80
DG85 DRG V24 : PLEURAL EFFUSION W CC 440
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D496 Chronic airway obstruction, not elsewhere classified 0 0 40
D5119 Unspecified pleural effusion 610 0 520
D486 Pneumonia, organism unspecified 0 0 50
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 60
D2859 Anemia, unspecified 0 0 50
D2449 Unspecified acquired hypothyroidism 0 0 20
D2761 Hyposmolality and/or hyponatremia 0 0 20
D4280 Congestive heart failure, unspecified 0 0 30
D5180 Pulmonary collapse 0 0 30
DV4581 Aortocoronary bypass status 0 0 20
D3051 Tobacco use disorder 0 0 30
D2724 Other and unspecified hyperlipidemia 0 0 40
D41401 Coronary atherosclerosis of native coronary artery 0 0 30
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 20
DV1582 Personal history of tobacco use 0 0 70
D53081 Esophageal reflux 0 0 20
D4019 Unspecified essential hypertension 0 0 140
DV103 Personal history of malignant neoplasm of breast 0 0 20
D42731 Atrial fibrillation 0 0 40
External Causes Distribution
External Cause Code Description Count
EE8497 Accidents occurring in residential institution 30