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Impact of Federal drug law enforcement on the supply of heroin in Australia.

机译:联邦毒品执法对澳大利亚海洛因供应的影响。

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ABSTRACT Aims To conduct an empirical investigation of the efficacy of law enforcement in reducing heroin supply in Australia. Specifically, this paper addresses the question of whether heroin purity levels in the Australian Capital Territory (ACT) could be predicted by heroin seizures at the national level by the Australian Federal Police (AFP) in the preceding year. Design We considered two forms of evidence. First, a Bayesian Markov Chain Monte Carlo (MCMC) change-point model was used to discover (a) if there was a substantial increase in heroin seizures by the AFP, (b) when the increase began and (c) whether it occurred after increased funding to the Australian Federal Police for the purpose of drug law enforcement. Second, standard time-series methods were used to ascertain whether fluctuations in heroin seizure weights or the frequency of large-scale seizures after the aforementioned changes in seizure levels predicted fluctuations in heroin purity levels in the ACT after autocorrelation had beenremoved from the purity series. Findings A Bayesian MCMC change-point model supported the hypothesis that heroin seizures rapidly increased about a year before the estimated decline in heroin purity and after the increased funding of AFP. The autoregression models suggested that 10-20% of the variance in the residuals of the heroin purity series was predicted by appropriately lagged residuals of the seizure-number and log-weight series, after autocorrelation had been removed. Conclusion The overall results are consistent with the hypothesis that large-scale heroin seizures by the AFP reduce street-level heroin supply a year or so later, although the short-term dynamics suggest an 'opponent' response to residual fluctuations in seizures. To our knowledge, this is first time a connection has been identified between large-scale heroin seizures and street-level supply.
机译:摘要目的对澳大利亚减少海洛因供应量的执法有效性进行实证研究。具体而言,本文讨论的问题是,上一年澳大利亚联邦警察(AFP)在国家一级缉获的海洛因是否可以预测澳大利亚首都领地(ACT)中的海洛因纯度水平。设计我们考虑了两种形式的证据。首先,使用贝叶斯马尔可夫链蒙特卡洛(MCMC)变化点模型来发现(a)法新社缉获的海洛因是否大量增加,(b)开始增加的时间,以及(c)在发生之后是否发生增加了对澳大利亚联邦警察的禁毒执法资金。第二,使用标准时间序列方法来确定海洛因癫痫发作重量的波动或上述癫痫发作水平变化后大规模癫痫发作的频率是否预测从纯度序列中去除了自相关后ACT中海洛因纯度的波动。结果贝叶斯MCMC变化点模型支持以下假设:海洛因缉获量在估计的海洛因纯度下降之前大约一年以及法新社资金增加后迅速增加。自回归模型表明,在去除自相关后,海洛因纯度系列的残差中有10-20%的变化是通过癫痫发作次数和对数权重系列的适当滞后残差来预测的。结论总体结果与以下假设相吻合:AFP大规模缉获海洛因会在一年左右后减少街头海洛因的供应,尽管短期动态表明,对残留癫痫发作的反应是“反对”反应。据我们所知,这是首次确定大规模海洛因缉获量与街头供应之间存在联系。

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