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Underreporting of Delirium in Statewide Claims Data: Implications for Clinical Care and Predictive Modeling.
- Source :
-
Psychosomatics [Psychosomatics] 2016 Sep-Oct; Vol. 57 (5), pp. 480-8. Date of Electronic Publication: 2016 Jun 04. - Publication Year :
- 2016
-
Abstract
- Background: Delirium is an acute neuropsychiatric syndrome that portends poor prognosis and represents a significant burden to the health care system. Although detection allows for efficacious treatment, the diagnosis is frequently overlooked. This underdiagnosis makes delirium an appealing target for translational predictive algorithmic modeling; however, such approaches require accurate identification in clinical training datasets.<br />Methods: Using the Massachusetts All-Payers Claims Database, encompassing health claims for Massachusetts residents for 2012, we calculated the rate of delirium diagnosis in index hospitalizations by reported ICD-9 diagnosis code. We performed a review of published studies formally assessing delirium to establish an expected rate of delirium when formally assessed. Secondarily, we reported a sociodemographic comparison of cases and noncases.<br />Results: Rates of delirium reported in the literature vary widely, from 3.6-73% with a mean of 23.6%. The statewide claims data (Massachusetts All-Payers Claims Database) identified the rate of delirium among index hospitalizations to be only 2.1%. For Massachusetts All-Payers Claims Database hospitalizations, delirium was coded in 2.8% of patients >65 years old and for 1.2% of patients ≤65.<br />Conclusion: The lower incidence of delirium in claims data may reflect a failure to diagnose, a failure to code, or a lower rate in community hospitals. The relative absence of the phenotype from large databases may limit the utility of data-driven predictive modeling to the problem of delirium recognition.<br /> (Copyright © 2016. Published by Elsevier Inc.)
- Subjects :
- Aged
Algorithms
Cost of Illness
Cross-Sectional Studies
Current Procedural Terminology
Delayed Diagnosis economics
Delayed Diagnosis statistics & numerical data
Delirium economics
Delirium therapy
Delivery of Health Care economics
Diagnostic Errors economics
Diagnostic Errors statistics & numerical data
Female
Humans
Insurance Claim Review economics
Male
Massachusetts
Middle Aged
Models, Statistical
Prognosis
Risk Factors
Delirium diagnosis
Delirium epidemiology
Delivery of Health Care statistics & numerical data
Insurance Claim Review statistics & numerical data
Subjects
Details
- Language :
- English
- ISSN :
- 1545-7206
- Volume :
- 57
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- Psychosomatics
- Publication Type :
- Academic Journal
- Accession number :
- 27480944
- Full Text :
- https://doi.org/10.1016/j.psym.2016.06.001