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Development and validation of a screening tool to predict the risk of chronic low back pain in patients presenting with acute low back pain: a study protocol

机译:研究工具的开发和验证,用于预测患有急性下腰痛的患者慢性下腰痛的风险:一项研究方案

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Introduction Around 40% of people presenting to primary care with an episode of acute low back pain develop chronic low back pain. In order to reduce the risk of developing chronic low back pain, effective secondary prevention strategies are needed. Early identification of at-risk patients allows clinicians to make informed decisions based on prognostic profile, and researchers to select appropriate participants for secondary prevention trials. The aim of this study is to develop and validate a prognostic screening tool that identifies patients with acute low back pain in primary care who are at risk of developing chronic low back pain. This paper describes the methods and analysis plan for the development and validation of the tool. Methods/analysis The prognostic screening tool will be developed using methods recommended by the Prognosis Research Strategy (PROGRESS) Group and reported using the Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD) statement. In the development stage, we will use data from 1248 patients recruited for a prospective cohort study of acute low back pain in primary care. We will construct 3 logistic regression models to predict chronic low back pain according to 3 definitions: any pain, high pain and disability at 3?months. In the validation stage, we will use data from a separate sample of 1643 patients with acute low back pain to assess the performance of each prognostic model. We will produce validation plots showing Nagelkerke R2 and Brier score (overall performance), area under the curve statistic (discrimination) and the calibration slope and intercept (calibration). Ethics and dissemination Ethical approval from the University of Sydney Ethics Committee was obtained for both of the original studies that we plan to analyse using the methods outlined in this protocol (Henschke et al, ref 11-2002/3/3144; Williams et al, ref 11638).
机译:简介大约40%的出现急性下背痛的基层医疗人员会发展为慢性下背痛。为了减少发生慢性腰背痛的风险,需要有效的二级预防策略。早期识别高危患者可以使临床医生根据预后情况做出明智的决定,研究人员可以选择合适的参与者进行二级预防试验。这项研究的目的是开发和验证一种预后筛查工具,该工具可识别初级保健中有急性下背痛且可能发展为慢性下背痛风险的患者。本文介绍了该工具的开发和验证方法和分析计划。方法/分析预后筛查工具将使用预后研究策略(PROGRESS)组推荐的方法进行开发,并使用针对个人预后或诊断的多变量预测模型的透明报告(TRIPOD)进行报告。在开发阶段,我们将使用来自1248名患者的数据进行前瞻性队列研究,这些患者用于初级保健中的急性下背痛。我们将根据3个定义构建3种逻辑回归模型,以预测慢性下腰痛:3个月时出现任何疼痛,高疼痛和残疾。在验证阶段,我们将使用来自1643名急性下腰痛患者的单独样本中的数据来评估每种预后模型的性能。我们将生成验证图,其中显示Nagelkerke R 2 和Brier得分(总体表现),曲线统计量下的面积(判别)以及校准斜率和截距(校准)。伦理学与传播我们计划使用此协议中概述的方法进行分析的两项原始研究均获得了悉尼大学伦理学委员会的伦理学批准(Henschke等,参考文献11-2002 / 3/3144; Williams等,编号11638)。

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