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MONITORING CLINICAL RESEARCH PERFORMANCE

机译:监测临床研究表现

摘要

A computer-implemented method, system, and computer program product monitors clinical research performance. One or more metrics of clinical research performance for investigator/provider/research sites across research studies are collected. The metrics include performance area, characteristic of the performance area with one or more attributes, point values for each attribute, and weight value for the characteristic. A performance score is produced for each of the entities based on the one or more metrics. A machine learning model is trained to determine performance scores based on the produced performance score for each of the entities. A request for entities is processed by applying performance scores from the machine learning model and appropriate corresponding data to a predictive model to determine resulting performance scores, rank and/or match for each of the one or more entities for a given protocol and/or assessment trigger. Actions are performed based on the resulting performance scores, rank and/or match.
机译:计算机实施的方法,系统和计算机程序产品监视临床研究性能。收集研究研究中的研究者/提供者/研究地点的一项或多项临床研究绩效指标。度量包括性能区域,具有一个或多个属性的性能区域的特征,每个属性的点值以及特征的权重值。基于一个或多个指标为每个实体产生一个性能得分。训练机器学习模型,以基于每个实体产生的性能得分来确定性能得分。通过将来自机器学习模型的性能得分和适当的相应数据应用于预测模型来确定对实体的请求,以确定给定协议和/或评估的一个或多个实体中每个实体的最终性能得分,排名和/或匹配触发。根据产生的性能得分,排名和/或匹配来执行操作。

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