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基于主体的模型及其应用:HIV/AIDS 流行病学复杂性建模的范围综述。

Modelling HIV/AIDS epidemiological complexity: A scoping review of Agent-Based Models and their application.

机构信息

Institute of Collective Health, Federal University of Bahia (UFBA), Salvador, Brazil.

Departments of Health Policy and Management and Community Health Sciences, UCLA Fielding School of Public Health, Los Angeles, California, United States of America.

出版信息

PLoS One. 2024 Feb 2;19(2):e0297247. doi: 10.1371/journal.pone.0297247. eCollection 2024.

Abstract

OBJECTIVE

To end the AIDS epidemic by 2030, despite the increasing poverty and inequalities, policies should be designed to deal with population heterogeneity and environmental changes. Bottom-up designs, such as the Agent-Based Model (ABM), can model these features, dealing with such complexity. HIV/AIDS has a complex dynamic of structural factors, risk behaviors, biomedical characteristics and interventions. All embedded in unequal, stigmatized and heterogeneous social structure. To understand how ABMs can model this complexity, we performed a scoping review of HIV applications, highlighting their potentialities.

METHODS

We searched on PubMed, Web of Science, and Scopus repositories following the PRISMA extension for scoping reviews. Our inclusion criteria were HIV/AIDS studies with an ABM application. We identified the main articles using a local co-citation analysis and categorized the overall literature aims, (sub)populations, regions, and if the papers declared the use of ODD protocol and limitations.

RESULTS

We found 154 articles. We identified eleven main papers, and discussed them using the overall category results. Most studies model Transmission Dynamics (37/154), about Men who have sex with Men (MSM) (41/154), or individuals living in the US or South Africa (84/154). Recent studies applied ABM to model PrEP interventions (17/154) and Racial Disparities (12/154). Only six papers declared the use of ODD Protocol (6/154), and 34/154 didn't mention the study limitations.

CONCLUSIONS

While ABM is among the most sophisticated techniques available to model HIV/AIDS complexity. Their applications are still restricted to some realities. However, researchers are challenged to think about social structure due model characteristics, the inclusion of these features is still restricted to case-specific. Data and computational power availability can enhance this feature providing insightful results.

摘要

目的

尽管贫困和不平等加剧,但为了在 2030 年终结艾滋病疫情,政策的制定应当考虑到人口异质性和环境变化。自下而上的设计,如基于主体的模型(ABM),可以模拟这些特征,应对此类复杂性。艾滋病毒/艾滋病具有结构因素、风险行为、生物医学特征和干预措施等复杂的动态。所有这些都嵌入在不平等、污名化和异质的社会结构中。为了了解 ABM 如何能够模拟这种复杂性,我们对 HIV 的应用进行了范围界定审查,突出了它们的潜力。

方法

我们按照扩展后的 PRISMA 进行了范围界定审查,在 PubMed、Web of Science 和 Scopus 数据库中进行了搜索。我们的纳入标准是具有 ABM 应用的 HIV/AIDS 研究。我们使用本地共被引分析确定了主要文章,并对总体文献目的、(亚)人群、地区进行了分类,以及是否有论文声明使用了 ODD 协议和局限性。

结果

我们发现了 154 篇文章。我们确定了 11 篇主要论文,并使用总体类别结果对其进行了讨论。大多数研究模型都针对传播动力学(37/154)、男男性行为者(MSM)(41/154)或生活在美国或南非的个人(84/154)。最近的研究应用 ABM 来模拟 PrEP 干预措施(17/154)和种族差异(12/154)。只有 6 篇论文声明使用了 ODD 协议(6/154),而 34/154 篇论文没有提到研究的局限性。

结论

虽然 ABM 是可用于模拟 HIV/AIDS 复杂性的最复杂技术之一。但它们的应用仍然局限于某些现实情况。然而,由于模型的特点,研究人员面临着思考社会结构的挑战,这些特征的纳入仍然局限于特定案例。数据和计算能力的可用性可以增强这一特征,提供有见地的结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d34/10836677/2097d4cd8907/pone.0297247.g001.jpg

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