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Method and computer program product for predicting and minimizing future behavioral health-related hospital admissions

机译:用于预测和减少与行为健康有关的未来住院的方法和计算机程序产品

摘要

An accurate predictive model that identifies the patient/members within the healthcare system at high risk of hospital admission for a wide range of morbidities, or co-morbidities, and that allows subsequent intervention to manage those patients identified as high risk to an acceptable level. There is a further need for such a predictive model that focuses on specific groupings of conditions, e.g., behavioral health predictive modeling. There is also a need for a method that provides for intervention to manage the risk to the identified patients/members. One embodiment of the present invention discloses and claims a method of high-risk patient identification and management. In one aspect, the inventive method may comprise compiling a listing including all individuals with any primary behavioral health diagnosis over a specified time period; merging the listing with at least one data source to extract at least one behavioral health-related predictive factor; generating, based on at least one predictive model, a predictive output comprising the probability that the individuals listed will require a future behavioral health-related hospital admission; identifying the high-risk individuals from the predictive model output; and intervening with the high risk members to identify and modify, to the extent possible, the risk factors that place the member at high risk.
机译:准确的预测模型可以识别出医疗保健系统中因多种疾病或合并症而有高住院风险的患者/成员,并允许后续干预将那些被识别为高风险的患者管理到可接受的水平。还需要这样一种预测模型,其关注于特定的条件分组,例如行为健康预测模型。还需要一种方法,该方法提供干预以管理对确定的患者/成员的风险。本发明的一个实施例公开并要求保护一种高风险患者识别和管理的方法。一方面,本发明的方法可以包括编译列表,该列表包括在指定时间段内具有任何主要行为健康诊断的所有个体;将列表与至少一个数据源合并以提取至少一种与行为健康相关的预测因子;基于至少一个预测模型,生成预测输出,该输出包括所列人员将来需要与行为健康相关的医院入院的概率;从预测模型输出中识别高风险个体;并与高风险成员进行干预,以尽可能地识别和修改使该成员处于高风险中的风险因素。

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