首页> 外国专利> COMPUTER IMPLEMENTED METHOD FOR CONGESTIVE HEART FAILURE RISK PATIENTS WITH STATISTICAL ANALYSIS PERFORMED TO GENERATE PREDICTION MODELS

COMPUTER IMPLEMENTED METHOD FOR CONGESTIVE HEART FAILURE RISK PATIENTS WITH STATISTICAL ANALYSIS PERFORMED TO GENERATE PREDICTION MODELS

机译:进行统计分析以生成预测模型的同等心力衰竭风险患者的计算机实现方法

摘要

A computer-implemented technique, including database processing, is used to identify at risk congestive heart failure patients where information about patients exists in a claims database. The technique includes processing the patient information in the claims database to find and extract claims information for a group of congestive heart failure patients. Next, using the extracted information, a set of events, relevant to congestive heart failure, is defined. Next, the extracted information and set of events are processed to create event level information which is organized with respect to events rather than claims. A time window is defined to provide a timeframe from which to judge whether events should be considered in subsequent processing; and, a set of variables is defined as being potential predictors of adverse health outcomes. Subsequently, the event level information, using the time window and the set of variables, is processed to generate an analysis file. Statistical analysis, such as logistic regression, is performed on the analysis file to generate a prediction model where the prediction model is a function of a subset of the set of variables. Finally, the prediction model is applied to the same or another claims database to identify and output at risk patients, diagnosed with congestive heart failure, likely to have adverse health outcomes.
机译:使用计算机实现的技术(包括数据库处理)来识别充血性心力衰竭患者的风险,其中有关患者的信息存在于索赔数据库中。该技术包括处理索赔数据库中的患者信息,以查找和提取一组充血性心力衰竭患者的索赔信息。接下来,使用提取的信息,定义一组与充血性心力衰竭有关的事件。接下来,对提取的信息和事件集进行处理以创建事件级别信息,该事件级别信息是针对事件而非声明进行组织的。定义了一个时间窗口,以提供一个时间范围,从中可以判断在后续处理中是否应考虑事件;并且,将一组变量定义为不良健康结果的潜在预测指标。随后,使用时间窗口和变量集对事件级别信息进行处理以生成分析文件。在分析文件上执行统计分析(例如逻辑回归)以生成预测模型,其中预测模型是变量集的子集的函数。最后,将预测模型应用于相同或另一个索赔数据库,以识别并输出诊断为充血性心力衰竭,可能具有不良健康后果的高危患者。

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