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.

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  2. Revisit Analytics
  3. Synthetic data 2006-2011 Inpatient, Ambulatory Surgery, ED
  4. Transfusion of packed cells (P9904)

Index visit and revisits following: Transfusion of packed cells

Index visit counts

Index visit Count %
All 46500 100%
Discharged 42300 91.0%
Transferred 1050 2.3%
Died 3140 6.8%
Exclusions selecting index visits
Order Criteria Count
Total 55000
Excluded - 8500
Selected 46500
Selected Pediatric 0
2 Index LOS < 0 - 0
1 Age < 19 - 730
3 Index visit during 2011 - 7750
Exclusions selecting revisits
Order Criteria Count
Total 33010
Excluded - 10720
Selected 22290
Selected Pediatric 0
2 Initial LOS < 0 - 0
5 Delta < 0 - 50
6 Delta > 365 days - 7490
3 Sub LOS < 0 - 0
1 Age < 19 - 440
4 Initial visit during 2011 - 2700

All Cause Rehospitalizations

sub count rate explore
Readmission in 60 days 6560 15.5% view
Readmission in 7 days 1630 3.9% view
Readmission in 365 days 11300 26.7% view
Readmission in 30 days 4780 11.3% view
Readmission in 90 days 7600 18.0% view
Transfer hospitalizations and same day readmissions 2910 6.9% view

All Cause ED visits

sub count rate explore
ED visits in 30 days 2060 4.9% view
ED visits in 90 days 3370 8.0% view
ED visits in 365 days 6200 14.7% view
ED visits in 60 days 2840 6.7% view
ED visits in 7 days 840 2.0% view

All Cause Ambulatory Surgery visits

sub count rate explore
Ambulatory Surgery in 90 days 860 2.0% view
Ambulatory Surgery in 30 days 320 0.8% view
Ambulatory Surgery in 365 days 1780 4.2% view
Ambulatory Surgery in 60 days 640 1.5% view

Readmission grouped by subsequent procedures, primary diagnosis and DRG codes

type grouped by procedure/diagnosis/DRG in subsequent hospitalization count rate explore
Procedure Other endoscopy of small intestine 420 1.0% view
DRG DRG V24 : AFTERCARE, MUSCULOSKELETAL SYSTEM & CONNECTIVE TISSUE 210 0.5% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Acute kidney failure, unspecified 280 0.7% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Pneumonia, organism unspecified 410 1.0% view
DRG DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 760 1.8% view
Procedure Esophagogastroduodenoscopy [EGD] with closed biopsy 440 1.0% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Unspecified septicemia 600 1.4% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Care involving other specified rehabilitation procedure 1210 2.9% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Encounter for antineoplastic chemotherapy 210 0.5% view
DRG DRG V24 : NUTRITIONAL & MISC METABOLIC DISORDERS AGE >17 W CC 240 0.6% view
DRG DRG V24 : SIMPLE PNEUMONIA & PLEURISY AGE >17 W CC 380 0.9% view
DRG DRG V24 : REHABILITATION 1290 3.0% view
Procedure Diagnostic ultrasound of heart 350 0.8% view
DRG DRG V24 : G.I. HEMORRHAGE W CC 520 1.2% view
Procedure Venous catheterization, not elsewhere classified 1210 2.9% view
Procedure Percutaneous abdominal drainage 270 0.6% view
Procedure Injection or infusion of cancer chemotherapeutic substance 370 0.9% view
Procedure Parenteral infusion of concentrated nutritional substances 270 0.6% view
Procedure Thoracentesis 260 0.6% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Congestive heart failure, unspecified 360 0.9% view
Procedure Venous catheterization for renal dialysis 220 0.5% view
DRG DRG V24 : HEART FAILURE & SHOCK 530 1.3% view
Procedure Other physical therapy 740 1.7% view
DRG DRG V24 : RENAL FAILURE 330 0.8% view
DRG DRG V24 : KIDNEY & URINARY TRACT INFECTIONS AGE >17 W CC 210 0.5% view
DRG DRG V24 : RED BLOOD CELL DISORDERS AGE >17 440 1.0% view
Procedure Continuous invasive mechanical ventilation for less than 96 consecutive hours 370 0.9% view
DRG DRG V24 : MAJOR JOINT REPLACEMENT OR REATTACHMENT OF LOWER EXTREMITY 340 0.8% view
Procedure Continuous invasive mechanical ventilation for 96 consecutive hours or more 390 0.9% view
Procedure Occupational therapy 740 1.7% view
Procedure Insertion of endotracheal tube 510 1.2% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Acute respiratory failure 200 0.5% view
Procedure Colonoscopy 220 0.5% view
Procedure Transfusion of other serum 440 1.0% view
Procedure Computerized axial tomography of abdomen 200 0.5% view
Primary Diagnosis Primary Diagnosis during inpatient visits :Urinary tract infection, site not specified 210 0.5% view
Procedure Transfusion of packed cells 4150 9.8% view
Procedure Hemodialysis 610 1.4% view
Procedure Transfusion of platelets 470 1.1% view
DRG DRG V24 : RESPIRATORY INFECTIONS & INFLAMMATIONS AGE >17 W CC 210 0.5% view

ED visits grouped by subsequent procedures and primary diagnosis

type grouped by procedure/diagnosis in subsequent visit count rate explore
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 80048 250 0.6% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 93005 470 1.1% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 71010 310 0.7% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 85610 210 0.5% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 85025 480 1.1% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 99284 760 1.8% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 99285 240 0.6% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 96374 250 0.6% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 80053 260 0.6% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 36415 590 1.4% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 99282 330 0.8% view
Procedure Procedure during ED visits :Due to AMA Copyright we cannot show you description for CPT code 99283 830 2.0% view

Ambulatory Surgery visits grouped by subsequent procedures and primary diagnosis

type grouped by procedure/diagnosis in subsequent visit count rate explore
Procedure Procedure during ambulatory surgery visits :Due to AMA Copyright we cannot show you description for CPT code 43239 250 0.6% view
© Cornell University 2017.
Akshay Bhat, Peter Fleischut, Ramin Zabih. At this time we are pursuing the patent process to protect this software.