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Comparison of Changes in the Number of Included Patients Between Interventional Trials and Observational Studies Published from 1995 to 2014 in Three Leading Journals

机译:介入试验与观察研究之间包括患者数量的变化比较从1995年到2014年在三个领先的期刊中发布

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Introduction: Since the late 1990s, research and administrative institutions have been developing health data warehouses and increasingly reusing claims data. The impact of these changes is not yet completely quantified. Our objective was to compare the change in the number of patients included per study between observational and interventional studies over a 20-year period starting in 1995. Materials and methods: We extracted all abstracts from studies published in three leading medical journals over the period 1995-2014 (18,107 studies). Then, we divided our study into two steps. First, we constructed an SVM-based predictive model to categorize each into "observational", "interventional" or "other" studies. In a second step, we built an algorithm based on regular expressions to automatically extract the number of included patients. Results: During the investigated period, the median number of enrolled patients per study increased for interventional studies, from 282 in 1995-1999 to 629 in 2010-2014. In the same time, the median number of patients increased more for observational studies, from 368 in 1995-1999 to 2078 in 2010-2014. Discussion: The routine storage of an increasing amount of data (from data warehouses or claims data) has had an impact in recent years on the number of patients included in observational studies. The recent development of "randomized registry trials" combining, on the one hand, an intervention and, on the other hand, the identification of the outcome through data reuse, may also have an impact, over the next decade, on the number of patients included in randomized clinical trials.
机译:前言:自从20世纪90年代末,研究和管理机构一直在开发健康数据仓库和日益重用索赔数据。这些变化的影响尚未完全量化。我们的目标是比较在20年的时间在1995年材料和方法开始包括每人观测和干预研究之间的研究的患者数量的变化:我们从提取在研究1995年期间发表在三大医学期刊论文摘要-2014(18107项研究)。然后,我们将我们的研究分为两个步骤。首先,我们构建了基于SVM的预测模型,以每个分类为“观察”,“介入”或“其他”的研究。在第二个步骤,我们建立了基于正则表达式来自动提取包括患者数量的算法。结果:在被调查期间,每个研究入选患者的中位数在2010 - 2014年在1995 - 1999年增加了干预研究,从282到629。在同一时间,患者的中位号码的观察性研究在1995 - 1999年在2010 - 2014年增加较多,从368到2078。讨论:数据量的增加而的日常存储(从数据仓库或索赔数据)已经在最近几年对列入观察性研究患者的数量产生影响。最近的“随机注册临床试验”相结合,在一方面,干预和,在另一方面发展,通过数据重用成果的鉴定,也可能产生影响,在未来十年,对患者的数量包含在随机临床试验。

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