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Instrumental variable applications using nursing home prescribing preferences in comparative effectiveness research

机译:使用护理家庭规定偏好的仪器变量应用在比较效果研究中

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Purpose: Nursing home residents are of particular interest for comparative effectiveness research given their susceptibility to adverse treatment effects and systematic exclusion from trials. However, the risk of residual confounding because of unmeasured markers of declining health using conventional analytic methods is high. We evaluated the validity of instrumental variable (IV) methods based on nursing home prescribing preference to mitigate such confounding, using psychotropic medications to manage behavioral problems in dementia as a case study. Methods: A cohort using linked data from Medicaid, Medicare, Minimum Data Set, and Online Survey, Certification and Reporting for 2001-2004 was established. Dual-eligible patients ≥65years who initiated psychotropic medication use after admission were selected. Nursing home prescribing preference was characterized using mixed-effects logistic regression models. The plausibility of IV assumptions was explored, and the association between psychotropic medication class and 180-day mortality was estimated. Results: High-prescribing and low-prescribing nursing homes differed by a factor of 2. Each preference-based IV measure described a substantial proportion of variation in psychotropic medication choice (β(IV→treatment): 0.22-0.36). Measured patient characteristics were well balanced across patient groups based on instrument status (52% average reduction in Mahalanobis distance). There was no evidence that instrument status was associated with markers of nursing home quality of care. Conclusion: Findings indicate that IV analyses using nursing home prescribing preference may be a useful approach in comparative effectiveness studies, and should extend naturally to analyses including untreated comparison groups, which are of great scientific interest but subject to even stronger confounding.
机译:目的:养老院居民特别感兴趣的对比有效性研究鉴于对不良治疗效果和系统排除的敏感性。然而,由于使用常规分析方法的逆转健康的未测量标记,剩余混杂的风险很高。我们评估了基于护理家庭规定偏好的仪器变量(iv)方法的有效性,以减轻这种混杂,使用精神药物治疗痴呆症中的行为问题作为案例研究。方法:建立了使用来自Medicaid,Medicare,最低数据集和在线调查,认证和报告2001-2004的联系数据的队列。选择后,双合格患者≥65岁是在入院后发起精神药物的使用。护理家庭处方偏好的特点是使用混合效应逻辑回归模型来表征。探讨了IV假设的合理性,估计了精神药物课程和180日死亡率之间的关联。结果:高规定和低规定的护理宿舍不同于2.基于每种偏好的IV措施描述了精神药物选择(β(IV→治疗):0.22-0.36)的大量比例变异。根据仪器状态(Mahalanobis距离52%降低52%降低),测量的患者特征在患者组上均匀平衡。没有证据表明仪器状况与护理家庭护理质量的标志有关。结论:调查结果表明,使用护理家庭处方偏好的IV分析可能是对比有效性研究中的有用方法,并且应该自然地分析,包括未处理的比较群体,这具有很大的科学兴趣,但甚至可能受到更强的混淆。

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