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约束优化:评估索马里加尔穆杜格地区具有相互竞争资源需求的社区卫生干预措施的可能组合。

Constrained optimization: evaluating possible packages of community health interventions with competing resource requirements in Galmudug, Somalia.

作者信息

Montgomery Robert J, Scudder Elaine, Tulloch Caitlin, Jama Muna, Kozuki Naoko, Ata Baris

机构信息

Department of Operations Management, University of Chicago Booth School of Business, 5807 S. Woodlawn Ave., Chicago, IL 60637, USA.

Research, Evaluation & Learning Department, International Rescue Committee, 122 E 42nd Street, New York, NY 10168, USA.

出版信息

Health Policy Plan. 2025 May 9;40(5):566-577. doi: 10.1093/heapol/czaf014.

Abstract

Investment in community health worker (CHW) programs has allowed health systems to reach previously underserved rural and remote populations. As a result, CHWs are often burdened with responsibilities to deliver large packages of services, at times without sufficient human, financial, or health resources. To design a community-level program that saves maternal and newborn lives while operating within resource limitations, we used constrained optimization (a mathematical process for finding the solution to a stated objective while accounting for listed requirements) to construct a model for select villages in Galmudug State, Somalia. After establishing the resource requirements for delivering 25 evidence-based maternal and neonatal interventions, we used the Lives Saved Tool and optimization techniques to determine the package of care that leads to the most projected lives saved. With a cadre of 1450 female health workers and a budget of $435 000 for maternal and neonatal health commodities and programming over 1 year, we calculated that the optimized set of interventions for Galmudug could avert 15% of the 4132 projected maternal and neonatal deaths in 2024. We also conducted sensitivity analyses to show how the optimal combination of interventions and the number of lives saved change as the resource levels change. The model provides practitioners with a new tool and accompanying approach to evaluate possible packages of community health interventions with competing resource requirements.

摘要

对社区卫生工作者(CHW)项目的投资使卫生系统能够覆盖此前服务不足的农村和偏远人口。因此,社区卫生工作者常常肩负着提供大量服务包的责任,有时却没有足够的人力、财力或卫生资源。为了设计一个在资源有限的情况下能够挽救孕产妇和新生儿生命的社区层面项目,我们使用了约束优化方法(一种在考虑所列要求的同时找到既定目标解决方案的数学过程)为索马里加尔穆杜格州的选定村庄构建了一个模型。在确定提供25项循证孕产妇和新生儿干预措施所需的资源后,我们使用“挽救生命工具”和优化技术来确定能挽救最多预期生命的一揽子护理方案。在拥有1450名女性卫生工作者队伍以及为期1年的43.5万美元孕产妇和新生儿卫生用品及项目预算的情况下,我们计算得出,加尔穆杜格州优化后的干预措施组合能够避免2024年预计4132例孕产妇和新生儿死亡中的15%。我们还进行了敏感性分析,以展示随着资源水平的变化,干预措施的最佳组合以及挽救的生命数量如何变化。该模型为从业者提供了一种新工具及配套方法,用于评估具有相互竞争资源需求的社区卫生干预措施的可能组合。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d25e/12063593/7efeb2f4a55b/czaf014f1.jpg

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