American Journal of Epidemiology · 2006 · 50 citations · 17 references
Public HealthInfectious Disease ControlInfectious DiseasesDisease SurveillanceEpidemiologyPublic Health SurveillanceHiv DiagnosisHiv EpidemiologyHiv SurveillanceInfection SurveillanceSurveillance Data AnalysisSurveillance MethodsCapture-recapture EstimationCapture-recapture ModelsCase Reporting CompletenessHuman Immunodeficiency Virus SurveillanceReporting Completeness MeasurementReporting Delay AdjustmentSurveillance Systems
To determine the completeness of reporting of human immunodeficiency virus (HIV) diagnoses to state surveillance systems, the authors used capture-recapture methods. The numbers of cases diagnosed in the areas were estimated using HIV diagnoses reported to nine surveillance programs by different sources (e.g., laboratories, health-care providers). To account for dependencies between reporting sources, the authors used log-linear models to estimate the number of cases that had been diagnosed but were not identified by any reporting sources. Completeness of reporting (observed cases/expected cases) was determined for two time frames: cases diagnosed within a 1-year period (from October 1, 2002, to September 30, 2003, for most US states) reported up to 6 months after that diagnosis period and cases diagnosed within a 6-month period reported up to 12 months after that diagnosis period. A total of 11,266 HIV diagnoses were reported for the 1-year period with 21,589 report documents. Completeness of reporting of HIV diagnoses was 76% (95% confidence interval: 66, 83) when allowing 6 months of reporting delay (range: 72-95%) and improved to 81% (95% confidence interval: 72, 88) with 12 months' follow-up. When reporting systems retain all relevant documents, capture-recapture is a feasible approach for assessing completeness of reporting of HIV diagnoses. Completeness should be measured by allowing 12-months' reporting delay.
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Model Selection: An Integral Part of Inference
S. T. Buckland, Kenneth P. Burnham, Nicole H. Augustin · Biometrics · 1997 · 1.7K citations
Log-Linear Models for Capture-Recapture
R. M. Cormack · Biometrics · 1989 · 319 citations