[Formation of disease- and needs-related homogeneous groups of insured persons - PopGrouper 1.0].

IF 1.1 4区 医学 Q4 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Gesundheitswesen Pub Date : 2026-10-01 Epub Date: 2026-06-19 DOI:10.1055/a-2872-0161
Anna Braun, Thomas G Grobe, Chrissa Tsatsaronis, Peter Reschke, Karen Kinder, Maria Klemt, Danny Wende, Claudia Schulte, Klaus Focke, Edgar Steiger, Mandy Schulz, Thomas Czihal, Wilm Quentin, Reinhard Busse
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引用次数: 0

Abstract

Objective: Population-based classification systems are used in various countries to assess and present healthcare needs. The PopGroup project aimed to develop such a classification system for the German healthcare context. Version 1.0 of the PopGrouper is now available and assigns each person to exactly one PopGroup (PG). This article builds on a previous publication on the grouping of diseases with assignments of severity levels and explains the next steps for the mutually exclusive grouping of all insured persons across several levels, thus completing the methodological description of the grouper.

Methodology: For the development of version 1.0, training and test data from a total of 8.8 million insured persons of the BARMER health insurance fund for the year 2022 were used in a ratio of 4 to 1. After an initial content and clinically oriented grouping, further splits were carried out algorithmically using decision lists and regression trees. This resulted in a set of rules that can be used also for grouping of other populations.

Results: All individuals were assigned to exactly one of 10, 427, or 610 groups and finally into 776 PGs across 4 hierarchical levels. PGs explained 38.8% of the variance in insurance-related documented health care costs in test data. After applying the grouping rules to data from 2021 and 2023, the results were similar, with explained variance shares across all grouping levels tending to be higher in 2023 than in 2022.

Conclusion: The PopGrouper 1.0 is the first population-based grouper adapted for statutory health insurance data in Germany that is comprehensively documented and free to use. The grouper has proven useful for data from the years 2021 to 2023, for which complete grouping rules already exist. The grouper should be updated for future years, while also examining to what extent simplifications of the grouper and its maintenance are possible without loss of quality.

[形成与疾病和需求相关的同质被保险人群体- PopGrouper 1.0]。
目的:以人群为基础的分类系统在许多国家用于评估和提出医疗保健需求。PopGroup项目旨在为德国医疗保健环境开发这样一个分类系统。版本1.0的PopGrouper现在是可用的,并分配给每个人正好一个PopGroup (PG)。这篇文章建立在先前关于疾病分组的出版物的基础上,并解释了将所有被保险人跨几个级别进行互斥分组的下一步步骤,从而完成了对石斑病的方法描述。方法:在开发1.0版时,以4:1的比例使用了来自2022年BARMER健康保险基金880万被保险人的培训和测试数据。在最初的内容和临床导向分组之后,使用决策列表和回归树算法进行进一步的分割。这产生了一组规则,也可用于对其他种群进行分组。结果:所有个体被分配到10,427或610组中的一个,最终被分配到4个层级的776个pg中。在测试数据中,pg解释了38.8%的与保险相关的医疗保健费用差异。将分组规则应用于2021年和2023年的数据后,结果相似,所有分组水平的解释方差份额在2023年往往高于2022年。结论:PopGrouper 1.0是第一个基于人口的grouper,适用于德国的法定健康保险数据,全面记录和免费使用。事实证明,石斑鱼对2021年至2023年的数据很有用,因为完整的分组规则已经存在。石斑鱼应该在未来几年进行更新,同时也要检查石斑鱼的简化程度及其维护在不损失质量的情况下是可能的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Gesundheitswesen
Gesundheitswesen PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH-
CiteScore
1.90
自引率
18.20%
发文量
308
期刊介绍: The health service informs you comprehensively and up-to-date about the most important topics of the health care system. In addition to guidelines, overviews and comments, you will find current research results and contributions to CME-certified continuing education and training. The journal offers a scientific discussion forum and a platform for communications from professional societies. The content quality is ensured by a publisher body, the expert advisory board and other experts in the peer review process.
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