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首页> 外文期刊>Journal of manipulative and physiological therapeutics: JMPT >Examination of the relationship between theory-driven policies and allowed lost-time back claims in workers' compensation: A system dynamics model
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Examination of the relationship between theory-driven policies and allowed lost-time back claims in workers' compensation: A system dynamics model

机译:检验理论驱动型政策与允许的工时补偿中的损失补偿之间的关系:系统动力学模型

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摘要

Objective The purpose of this study was to develop a model that evaluates the impact of policy changes on the number of workers' compensation lost-time back claims in Ontario, Canada, over a 30-year timeframe. The model was used to test the hypothesis that a theory- and policy-driven model would be sufficient in reproducing historical claims data in a robust manner and that policy changes would have a major impact on modeled data. Methods The model was developed using system dynamics methods in the Vensim simulation program. The theoretical effects of policies for compensation benefit levels and experience rating fees were modeled. The model was built and validated using historical claims data from 1980 to 2009. Sensitivity analysis was used to evaluate the modeled data at extreme end points of variable input and timeframes. The degree of predictive value of the modeled data was measured by the coefficient of determination, root mean square error, and Theil's inequality coefficients. Results Correlation between modeled data and actual data was found to be meaningful (R2 = 0.934), and the modeled data were stable at extreme end points. Among the effects explored, policy changes were found to be relatively minor drivers of back claims data, accounting for a 13% improvement in error. Simulation results suggested that unemployment, number of no-lost-time claims, number of injuries per worker, and recovery rate from back injuries outside of claims management to be sensitive drivers of back claims data. Conclusion A robust systems-based model was developed and tested for use in future policy research in Ontario's workers' compensation. The study findings suggest that certain areas within and outside the workers' compensation system need to be considered when evaluating and changing policies around back claims.
机译:目的本研究的目的是建立一个模型,以评估政策变化对加拿大安大略省在30年时间内的工伤补偿损失工时返还索赔数量的影响。该模型用于检验以下假设:理论和政策驱动的模型足以以健壮的方式复制历史索赔数据,而政策变更将对建模数据产生重大影响。方法该模型是使用Vensim仿真程序中的系统动力学方法开发的。对补偿福利水平和经验评级费用政策的理论效果进行了建模。该模型是使用1980年至2009年的历史索赔数据建立并验证的。敏感性分析用于评估变量输入和时间范围的极端点处的建模数据。通过确定系数,均方根误差和Theil不等式系数来测量建模数据的预测值程度。结果发现,建模数据与实际数据之间的相关性是有意义的(R2 = 0.934),并且建模数据在端点处稳定。在探索的影响中,发现政策变更对回溯索偿数据的推动作用相对较小,导致错误改善了13%。模拟结果表明,失业,无损失时间索赔的数量,每名工人受伤的数量以及索赔管理之外的背部受伤的恢复率是造成背部索赔数据敏感的因素。结论开发并测试了基于系统的稳健模型,以用于安大略省工人补偿的未来政策研究。研究结果表明,在评估和更改有关欠款索赔的政策时,需要考虑工人赔偿制度内外的某些领域。

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