Introduction to target trial emulation in rehabilitation: a systematic approach to emulate a randomized controlled trial using observational data.

IF 3.3 3区 医学 Q1 REHABILITATION European journal of physical and rehabilitation medicine Pub Date : 2024-02-01 DOI:10.23736/S1973-9087.24.08435-1
Pierre Côté, Stefano Negrini, Sabrina Donzelli, Carlotte Kiekens, Chiara Arienti, Maria G Ceravolo, Douglas P Gross, Irene Battel, Giorgio Ferriero, Stefano G Lazzarini, Bernard Dan, Heather M Shearer, Jessica J Wong
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Abstract

Rehabilitation providers and policymakers need valid evidence to make informed decisions about the healthcare needs of the population. Whenever possible, these decisions should be informed by randomized controlled trials (RCTs). However, there are circumstances when evidence needs to be generated rapidly, or when RCTs are not ethical or feasible. These situations apply to studying the effects of complex interventions, including rehabilitation as defined by Cochrane Rehabilitation. Therefore, we explore using the target trial emulation framework by Hernán and colleagues to obtain valid estimates of the causal effects of rehabilitation when RCTs cannot be conducted. Target trial emulation is a framework guiding the design and analysis of non-randomized comparative effectiveness studies using observational data, by emulating a hypothetical RCT. In the context of rehabilitation, we outline steps for applying the target trial emulation framework using real world data, highlighting methodological considerations, limitations, potential mitigating strategies, and causal inference and counterfactual theory as foundational principles to estimating causal effects. Overall, we aim to strengthen methodological approaches used to estimate causal effects of rehabilitation when RCTs cannot be conducted.

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康复目标试验模拟简介:利用观察数据模拟随机对照试验的系统方法。
康复服务提供者和政策制定者需要有效的证据,以便就人们的医疗保健需求做出明智的决策。在可能的情况下,这些决策应参考随机对照试验(RCT)。然而,在某些情况下,需要快速生成证据,或者随机对照试验不道德或不可行。这些情况适用于研究复杂干预措施的效果,包括 Cochrane 康复中心定义的康复。因此,我们探讨了如何利用赫尔南及其同事提出的目标试验模拟框架,在无法进行 RCT 的情况下对康复的因果效应进行有效评估。目标试验模拟是一个框架,通过模拟假定的 RCT,指导设计和分析使用观察数据的非随机比较效果研究。在康复方面,我们概述了使用真实世界数据应用目标试验模拟框架的步骤,强调了方法学方面的注意事项、局限性、潜在的缓解策略,以及因果推断和反事实理论作为估计因果效应的基本原则。总之,我们的目标是在无法进行 RCT 的情况下,加强用于估算康复因果效应的方法论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.50
自引率
4.40%
发文量
162
审稿时长
6-12 weeks
期刊介绍: The European Journal of Physical and Rehabilitation Medicine publishes papers of clinical interest in physical and rehabilitation medicine.
期刊最新文献
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