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Bolstering gun injury surveillance accuracy using capture-recapture methods

机译:使用捕获重新捕获方法,螺杆枪损伤监视准确性

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摘要

Using a single source of data, such as police records, or combining data from multiple sources results in an undercount of gun-related injuries. To improve gun-related injury surveillance accuracy by using capture-recapture methods, data were culled from law enforcement, emergency departments, emergency medical services, media, and medical examiner records. The data overlap was operationalized using capture-recapture to generate estimates of uncounted gun incidents. Dependencies between data sources were controlled using log-linear modeling for accurate estimates. New Haven, Connecticut. The study population included subjects injuried/killed from a gun projectile. Incidence was measured using capture-recapture. 49 gun injuries occurred within the defined geography. No single source recorded more than 43 gun-related injuries/deaths. Log-linear modeling estimated the actual number of injuries to be 49.1 (95% CI 49-49.9). Capture-recapture may be less useful in large metropolitan areas that cross state geographical boundaries because of how government agency data are aggregated within each state. No single data source achieves complete gun-related case ascertainment. Log-linear and capture-recapture methods significantly improve gun-related injury estimates.
机译:使用单一的数据来源,例如警察记录,或组合来自多种来源的数据导致枪支有关的伤害。为了通过使用捕获重新捕获方法来改善与枪支相关的伤害监视准确性,从执法,急诊部门,紧急医疗服务,媒体和医学审查员记录中剔除数据。数据重叠使用Capture-Recapture来运行,以生成未计算的枪事件的估计。使用对数线性建模来控制数据源之间的依赖性,以便准确估计。纽黑文,康涅狄格州。研究人口包括从枪射弹伤害/杀害的受试者。使用捕获重新捕获测量发病率。在定义的地理中发生了49枪伤害。没有单一来源记录了43个与枪支相关的伤害/死亡。对数线性建模估计为49.1的实际损伤(95%CI 49-49.9)。由于如何在每个州聚合,捕获 - 重新捕获在大都市地区的大都市区域可能不太有用。没有单一数据源达到完整的枪支相关案例确定。 Log-Linear和Capture-Recapture方法显着改善了与枪支相关的损伤估算。

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