Abstract | BACKGROUND: Efforts to identify hospital-acquired complications from claims data by applying exclusion rules to discharge diagnosis codes exhibit low positive predictive value (PPV). The PPV improves when a variable is added to each secondary diagnosis to indicate whether the condition was "present-on-admission" (POA) or "hospital-acquired". Such indicator variables will soon be required for Medicare reimbursement. No estimates are available, however, of the proportion of hospital-acquired complications that are missed (sensitivity) using either exclusion rules or indicator variables. We estimated sensitivity, specificity, PPV, and negative predictive value (NPV) of claims-based approaches using the Rochester Epidemiology Project (REP) venous thromboembolism (VTE) cohort as a "gold standard." METHODS: All inpatient encounters by Olmsted County, Minnesota, residents at Mayo Clinic-affiliated hospitals 1995-1998 constituted the at-risk-population. REP-identified hospital-acquired VTE consisted of all objectively-diagnosed VTE among County residents 1995-1998, whose onset of symptoms occurred during inpatient stays at these hospitals, as confirmed by detailed review of County residents' provider-linked medical records. Claims-based approaches used billing data from these hospitals. RESULTS: Of 37,845 inpatient encounters, 98 had REP-identified hospital-acquired VTE; 47 (48%) were medical encounters. NPV and specificity were >99% for both claims-based approaches. Although indicator variables provided higher PPV (74%) compared with exclusion rules (35%), the sensitivity for exclusion rules was 74% compared with only 38% for indicator variables. Misclassification was greater for medical than surgical encounters. CONCLUSIONS: Utility and accuracy of claims data for identifying hospital-acquired conditions, including POA indicator variables, requires close attention be paid by clinicians and coders to what is being recorded.
|
Authors | Cynthia L Leibson, Jack Needleman, Peter Buerhaus, John A Heit, L Joseph Melton 3rd, James M Naessens, Kent R Bailey, Tanya M Petterson, Jeanine E Ransom, Marcelline R Harris |
Journal | Medical care
(Med Care)
Vol. 46
Issue 2
Pg. 127-32
(Feb 2008)
ISSN: 0025-7079 [Print] United States |
PMID | 18219240
(Publication Type: Comparative Study, Journal Article, Research Support, N.I.H., Extramural, Research Support, Non-U.S. Gov't)
|
Topics |
- Aged
- Aged, 80 and over
- Cohort Studies
- Female
- Hospitals, Group Practice
(economics, standards, statistics & numerical data)
- Humans
- Iatrogenic Disease
(epidemiology)
- Insurance Claim Reporting
(statistics & numerical data)
- International Classification of Diseases
(statistics & numerical data)
- Male
- Medical Record Linkage
- Medicare
- Middle Aged
- Minnesota
(epidemiology)
- Outcome Assessment, Health Care
(economics, methods)
- Patient Admission
(statistics & numerical data)
- Quality Indicators, Health Care
- Reimbursement, Incentive
- Risk Adjustment
(methods)
- Risk Assessment
- Sensitivity and Specificity
- United States
- Venous Thromboembolism
(classification, economics, epidemiology, etiology)
|