衡量阿片类药物治疗项目的技术效率:数据包络分析(DEA)模型的效用

F. González-Saiz , T. García-Valderrama
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引用次数: 0

摘要

目的评估数据包络分析(DEA)数学模型在衡量阿片类药物替代计划(OSP)效率方面的有效性。材料和方法基于一系列假设进行了模拟研究,并使用来自理论背景的非真实数据进行了测试。比较了15个假设的OSP,以估计它们的相对效率。我们从每个项目中获得了6个变量,其中3个被认为是输入指数(治疗师/患者比例、治疗单位数量和阿片类药物剂量充足的患者比例),另外3个被认为是输出指数(上个月海洛因戒断天数、保留率和从吸毒相关问题中恢复的程度)。对数据集进行DEA分析。结果DEA模型将OSP作为其效率水平的函数进行排序。程序P8、P9、P11、P5和P6被认为效率低下,输入和输出变量的大小远未达到最优。在这些分析中,产生更高效率的输出变量是上个月海洛因戒断的天数,而提供更低效率的输入变量是获得足够阿片类药物剂量的患者比例。结论DEA模型的产率可以用来衡量OSP的相对效率。该模型提供的信息可被OSPs管理人员用于引入治疗过程的变化,以提高其质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Medida de la eficiencia técnica de programas de tratamiento con opiáceos: utilidad del modelo Data Envelopment Analysis (DEA)

Aim

To assess the usefulness of the mathematical model Data Envelopment Analysis (DEA) to measure the efficiency of opioid substitution programs (OSP).

Material and Methods

A simulation study was conducted based on a series of assumptions that are tested using non-real data imputed from theoretical background. Fifteen hypothetical OSP are compared to estimate their relative efficiency. We obtained six variables from each program, three of which are considered input indices (therapists/patients ratio, number of treatment units and proportion of patients with adequate opioid doses), and the other three are considered output indices (number days of heroin abstinence in the last month, retention rates and degree of recovery from drug-use related problems). The data set was subjected to DEA analyses.

Results

The DEA model ranked the OSP as a function of their efficiency levels. Programs P8, P9, P11, P5 and P6 were considered inefficient and the magnitude of the input and output variables were far from optimal achievement. In these analyses, the output variable that yielding a greater efficiency was the number days of heroin abstinence in the last month and the input variable providing greater inefficiency was the proportion of patients with adequate opioid doses.

Conclusion

The DEA model yields can be useful to measure the relative efficiency of the OSP. The information provided by the model may be used by OSPs managers to introduce changes in therapeutic processes with the aim of increasing their quality.

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