What is the ‘real’ admission rate of acute pancreatitis in a regional Australian population?

2013 ◽  
Vol 37 (2) ◽  
pp. 205
Author(s):  
Richard C. Turner ◽  
Katina D'Onise ◽  
Yan Wang

Objective. Capture-recapture analysis was used to more accurately quantify the admission rate for acute pancreatitis in a regional hospital setting, in comparison to the usual method of case ascertainment. Reasons for differences in capture for the various methods were also sought. Methods. Admissions for acute pancreatitis were enumerated over a 40-month period using three data sources: hospital classification of admission diagnoses, prospective case identification, and receipt of diagnosis-specific pathology specimens. Capture-recapture analysis was applied with log-linear modelling to account for likely dependency between data sources. Covariates were noted to explain capture probability by the various data sources and for eventual stratification in the analysis process. Results. For the census period, there were 304 admissions after merging of data sources, giving a crude admission rate of 7.6 per month. Crude ascertainment rates for discharge records and prospective identification were 44% and 52% respectively. Following log-linear modelling, total admissions more than doubled to 644 (adjusted admission rate 16.1 per month). Of the covariates considered, admissions of less than three days’ duration and those occurring in December and January were significantly associated with increased capture by the hospital discharge records data source. Conclusions. In this clinical setting, admissions for acute pancreatitis are grossly underestimated by the standard case ascertainment method. The reasons for this are not clear. Hospital discharge records are nevertheless more effective than prospective case ascertainment for certain cases, such as brief admissions and those in holiday periods. What is known about the topic? Capture–recapture analysis was originally developed in animal ecology, but has since been used to estimate both prevalent and incident cases of human disease. What does this paper add? This study exposes possible deficiencies in the single-source case ascertainment methods used by most hospitals to enumerate incident cases. It is the first time that capture–recapture techniques have been used to estimate acute pancreatitis admissions. What are the implications for practitioners? To obtain accurate admissions estimates for diseases such as acute pancreatitis, capture–recapture analysis with multiple data sources is advisable. One possible solution may be to conduct intermittent prospective censuses to complement existing retrospective ascertainment methods. On a more general level, clinical staff should be better trained to provide more accurate and detailed information in case records.

2013 ◽  
Vol 142 (1) ◽  
pp. 200-207 ◽  
Author(s):  
S. A. McDONALD ◽  
S. J. HUTCHINSON ◽  
C. SCHNIER ◽  
A. McLEOD ◽  
D. J. GOLDBERG

SUMMARYIn countries maintaining national hepatitis C virus (HCV) surveillance systems, a substantial proportion of individuals report no risk factors for infection. Our goal was to estimate the proportion of diagnosed HCV antibody-positive persons in Scotland (1991–2010) who probably acquired infection through injecting drug use (IDU), by combining data on IDU risk from four linked data sources using log-linear capture–recapture methods. Of 25 521 HCV-diagnosed individuals, 14 836 (58%) reported IDU risk with their HCV diagnosis. Log-linear modelling estimated a further 2484 HCV-diagnosed individuals with IDU risk, giving an estimated prevalence of 83. Stratified analyses indicated variation across birth cohort, with estimated prevalence as low as 49% in persons born before 1960 and greater than 90% for those born since 1960. These findings provide public-health professionals with a more complete profile of Scotland's HCV-infected population in terms of transmission route, which is essential for targeting educational, prevention and treatment interventions.


2012 ◽  
Vol 18 (9) ◽  
pp. 1244-1250 ◽  
Author(s):  
Haritina El Adssi ◽  
Marc Debouverie ◽  
Francis Guillemin ◽  

Objective: The objective of this study was to assess the prevalence and incidence of multiple sclerosis (MS) in the Lorraine region, in France. Methods: Data from three sources – Regional Health Insurance System, medical records departments and the Lorraine registry of MS – and a capture–recapture method with log-linear models were used to estimate the prevalence and incidence of MS. Results: We identified 7193 records of reported MS corresponding to 4299 unique suspected cases of MS existing on 31 December 2008, in Lorraine. On the basis of the 4001 validated cases, the observed crude prevalence of MS was 170.9 cases per 100,000 inhabitants (95% confidence interval [CI]: 165.7; 176.3), and the observed annual crude incidence of MS was 4.4 cases per 100,000 inhabitants (95% CI: 3.6; 5.4). With the capture–recapture method, the estimated prevalence of MS was 4405.7 (95% CI: 4261.5; 4629.7), so an estimated 405 cases were not identified by the three sources. The estimated prevalence was 188.2 cases per 100,000 inhabitants (95% CI: 182.7; 193.8), and the estimated annual incidence was 8.5 cases per 100,000 inhabitants (95% CI: 7.3; 9.7). Conclusions: The capture–recapture method allowed us to estimate an additional 10.1% of unobserved prevalent cases and to anticipate 47.5% of unobserved incident cases.


2021 ◽  
Vol 37 (3) ◽  
pp. 699-718
Author(s):  
Daan Zult ◽  
Peter-Paul de Wolf ◽  
Bart F. M. Bakker ◽  
Peter van der Heijden

Abstract The size of a partly observed population is often estimated with the capture-recapture model. An important assumption of this chat model is that sources can be perfectly linked. This assumption is of relevance if the identification of records is not obtained by some perfect identifier (such as an id code) but by indirect identifiers (such as name and address). In that case, the perfect linkage assumption is often violated, which in general leads to biased population size estimates. Initial suggestions to solve this use record linkage probabilities to correct the capture-recapture model. In this article we provide a general framework, based on the standard log-linear modelling approach, that generalises this work towards the inclusion of additional sources and covariates. We show that the method performs well in a simulation study.


Author(s):  
Azad SHOKRI ◽  
Ali AKBARI-SARI ◽  
Mahboubeh BAYAT ◽  
Mahmoud KHODADOST ◽  
Abbas RAHIMI FOROUSHANI ◽  
...  

Background: Accurate estimation of active general practitioners (GPs) is a concern for health authorities to estimate requirements. This study aimed to accurately estimate GPs active supply in Iran using three sources capture-recapture (CRC) method. Methods: This cross-sectional study collected data during 2015-2016, targeting all GPs registered in three independent data sources; a national survey from all hospitals, database of human resource management office at health ministry and physicians' offices databank. Variables including medical council codes, GP names, surnames and national ID codes were used for data linkage among the three sources. Three sources CRC method was applied using log-linear models to estimate the total number of active GPs in STATA software. Results: Overall, 27,048 GPs were identified after removing the duplicate records. Based on CRC three sources data, the total number of GPs were 53,630 in 2015-2016. Distribution of GPs per 1,000 population among the provinces indicates that provinces of Kohgiluyeh & Boyer Ahmad, Mazandaran, Golestan and Yazd with ratios of 1.28, 1.28, 1.21 and 1.17 physicians rank the highest proportion of GPs and the provinces of Sistan & Baluchestan, Ilam, Zanjan, Alborz, North Khorasan with corresponding ratios of 0.24, 0.40, 0.40, 0.43 and 0.45 GPs ranked the lowest. Conclusion: CRC method is known to be the best and rapidest method to estimate active GP due to its compatibility for the current situation of databanks in Iran. Therefore, this method is a good application in human resource distribution and planning.


2020 ◽  
Vol 24 (11) ◽  
pp. 1186-1193
Author(s):  
C. Carvalho ◽  
S. Alba ◽  
R. Harris ◽  
I. Abubakar ◽  
R. Van Hest ◽  
...  

BACKGROUND: Despite the steady decline in the last few decades, Portugal remains the Western European country with the highest TB notification rates. The aim of this study was to estimate the completeness of notification to the National Tuberculosis Programme (NTP) Surveillance System (SVIG-TB) in 2015.METHODS: We implemented an inventory study and a three-source log-linear capture-recapture analysis using two additional data sources that were deterministic and probabilistically linked: the national notifiable diseases surveillance system (Sistema Nacional de Vigilância Epidemiológica SINAVE) and the national hospital discharge database (Grupos de Diagnósticos Homogéneos GDH).RESULTS: We identified 2328 unique probable/confirmed TB cases across the three data sources. We found a positive dependency between SVIG-TB and SINAVE (incidence rate ratio IRR 8.9, 95%CI 6.6–12.0) and between GDH and SINAVE (IRR 2.6, 95%CI 2.0–3.4). After adjusting for these dependencies, we estimated that 266 cases (95%CI 198–358) were not reported, indicating a notification (to SVIG-TB) completeness rate of 77.0%.CONCLUSION: True incidence rate of TB in Portugal in 2015 could have been as high as 26.1 per 100 000. This could be an overestimation because of false-positive cases recorded in both SINAVE and GDH or on a smaller scale, false non-matches. Studies aimed at validating potentially false-positive cases should be implemented to address these limitations.


Circulation ◽  
2018 ◽  
Vol 137 (suppl_1) ◽  
Author(s):  
Lindsey M Duca ◽  
Amber D Khanna ◽  
Christopher M Rausch ◽  
David Kao ◽  
Tessa Crume

Introduction: Improvements in the treatment of congenital heart disease (CHD) have resulted in the majority of infants born with CHD surviving into adulthood; completely modifying the epidemiologic profile of patients with CHD. Although the prevalence of CHD at birth has been robustly estimated, the prevalence of CHD in adolescents and adults in the U.S. is uncertain due to a lack of systematically collected population-based data. The unique disjointed healthcare system in the U.S. makes population-based surveillance of conditions like CHD difficult. Hypothesis: Use of capture-recapture methodology in a state-wide CHD surveillance system will result in a higher estimated prevalence of CHD in adolescents and adults by adjusting for incomplete case ascertainment. Methods: Adolescents and adults age 11 to 64 years with a CHD lesion listed as a diagnostic code on an encounter occurring between January 1, 2011 to December 31, 2013 were captured by the Colorado CHD surveillance system. Five primary data sources, representing electronic medical records (EMR) from participating healthcare systems and claims data from the All Payer Claims database, were used for case ascertainment. These sources provide inpatient, outpatient and emergency care across the state of Colorado. Once CHD cases were identified in one of the above data sources, a probabilistic record linkage algorithm was used for de-duplication of cases within and across data sources. Crude prevalence estimates were generated and then capture-recapture methods were employed to estimate the number of adolescents and adults with CHD in Colorado that were not captured in the surveillance system. Data were analyzed using a log-linear model incorporating severity of CHD as a variable of potential heterogeneous catchability. Results: The five primary data sources identified 24,907 CHD cases that met our case definition corresponding to 19,849 unique individuals during our 3-year surveillance period. The observed overall crude prevalence rate of CHD in adolescents and adults was 5.19 per 1000 population (95% CI 5.07 - 5.31 per 1000 population). Using capture-recapture methodology, the estimated prevalence of CHD in adolescents and adults corrected for incomplete case ascertainment was 5.68 per 1000 population (95% CI 5.59 - 5.77 per 1000 population), so an estimated 3,641 CHD cases were not identified in the five primary case finding data sources. Conclusion: Our study provides novel insight into strategies for EMR-based surveillance at the population-level by demonstrating the utility of capture-recapture methodology to estimate, and then correct for, cases missed in standard surveillance techniques.


2008 ◽  
Vol 136 (12) ◽  
pp. 1606-1616 ◽  
Author(s):  
N. A. H. VAN HEST ◽  
A. STORY ◽  
A. D. GRANT ◽  
D. ANTOINE ◽  
J. P. CROFTS ◽  
...  

SUMMARYIn 1999 the Enhanced Tuberculosis Surveillance (ETS) system was introduced in the United Kingdom to strengthen surveillance of tuberculosis (TB). The aim of this study was to assess the use of record-linkage and capture–recapture methodology for estimating the completeness of TB reporting in England between 1999 and 2002. Due to the size of the TB data sources sophisticated record-linkage software was required and the proportion of false-positive cases among unlinked hospital-derived TB records was estimated through a population mixture model. This study showed that record-linkage of TB data sources and cross-validation with additional TB-related datasets improved data quality as well as case ascertainment. Since the introduction of ETS observed completeness of notification in England has increased and the results were consistent with expected levels of under-notification. Completeness of notification estimated by a log-linear capture–recapture model was highly inconsistent with prior estimates and the validity of this methodology was further examined.


2019 ◽  
Vol 64 (10) ◽  
pp. 7-35
Author(s):  
Maciej Beręsewicz ◽  
Grzegorz Gudawszewski ◽  
Marcin Szymkowiak

The aim of this paperis to present the methodology and the results of the estimation of the number of foreigners staying in Poland. Administrative data sources were used in the research. The authors adopted the capture-recapture method based on log-linear models. As a result, the number of foreigners staying in Poland in 2015 and 2016 has been estimated at around 500,000 persons (95% CI: 369,000–724,000) and around 744,000 persons (601,000–943,000), respectively. The study is the first comprehensive analysis of this kind which aims at estimating the number of foreigners in Poland, and thus fitsin the current of research on hard-to-survey populations. It has to be remembered, however, that capture-recapture method requires close observance of its strict rules in order to be effective, which is also discussed in depth in the paper.


2020 ◽  
Vol 24 (11) ◽  
pp. 1186-1193 ◽  
Author(s):  
C. Carvalho ◽  
S. Alba ◽  
R. Harris ◽  
I. Abubakar ◽  
R. Van Hest ◽  
...  

BACKGROUND: Despite the steady decline in the last few decades, Portugal remains the Western European country with the highest TB notification rates. The aim of this study was to estimate the completeness of notification to the National Tuberculosis Programme (NTP) Surveillance System (SVIG-TB) in 2015.METHODS: We implemented an inventory study and a three-source log-linear capture-recapture analysis using two additional data sources that were deterministic and probabilistically linked: the national notifiable diseases surveillance system (Sistema Nacional de Vigilância Epidemiológica SINAVE) and the national hospital discharge database (Grupos de Diagnósticos Homogéneos GDH).RESULTS: We identified 2328 unique probable/confirmed TB cases across the three data sources. We found a positive dependency between SVIG-TB and SINAVE (incidence rate ratio IRR 8.9, 95%CI 6.6–12.0) and between GDH and SINAVE (IRR 2.6, 95%CI 2.0–3.4). After adjusting for these dependencies, we estimated that 266 cases (95%CI 198–358) were not reported, indicating a notification (to SVIG-TB) completeness rate of 77.0%.CONCLUSION: True incidence rate of TB in Portugal in 2015 could have been as high as 26.1 per 100 000. This could be an overestimation because of false-positive cases recorded in both SINAVE and GDH or on a smaller scale, false non-matches. Studies aimed at validating potentially false-positive cases should be implemented to address these limitations.


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