ArticlePloS one2012
A complex systems approach to evaluate HIV prevention in metropolitan areas: preliminary implications for combination intervention strategies.
Article in PloS one, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 39 papers, 3 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
39 citing papers in PubMed, 3 syntheses or guidelines pooled it, 56 citations in OpenAlex.
- A Review of Network Models for HIV Spread.Journal of acquired immune deficiency syndromes (1999) · 2025Pooled it
- Spiraling Risk: Visualizing the multilevel factors that socially pattern HIV risk among gay, bisexual & other men who have sex with men using Complex Systems Theory.Current HIV/AIDS reports · 2023Pooled it
- Behavioural change models for infectious disease transmission: a systematic review (2010-2015).Journal of the Royal Society, Interface · 2016Pooled it
- A spatially dynamic agent-based model for assessing the effect of gentrification-induced migration and HIV transmission among heterosexual African American/Black women.Annals of epidemiology · 2025Article
- Integrating HIV prevention services into care settings for people with opioid use disorder (OUD): a study protocol for implementation strategy development and modeling.Implementation science communications · 2025Article
- Improving social determinants of health significantly reduces AIDS incidence: a modelling study of 1.17 million individuals in Brazil.BMJ global health · 2025Article
- Agent based modelling of blood borne viruses: a scoping review.BMC infectious diseases · 2024Article
- An integrated empirical and computational study to decipher help-seeking behaviors and vocal stigma.Communications medicine · 2024Article
- Modelling HIV/AIDS epidemiological complexity: A scoping review of Agent-Based Models and their application.PloS one · 2024Article
- Applications of agent-based modeling in trauma research.Psychological trauma : theory, research, practice and policy · 2023Article
- The Application of Systems Thinking to the Prevention and Control of Sexually Transmissible Infections among Adolescents and Adults: A Scoping Review.International journal of environmental research and public health · 2023Article
- Review
- Article
- Modeling the Impact of Social Determinants of Health on HIV.AIDS and behavior · 2021Article
- A review of network simulation models of hepatitis C virus and HIV among people who inject drugs.The International journal on drug policy · 2021Review
- Understanding female migrant child labor within a cumulative risk framework: The case for combined interventions in Ghana.International social work · 2020Article
- Structural Design and Data Requirements for Simulation Modelling in HIV/AIDS: A Narrative Review.PharmacoEconomics · 2019Review
- Towards a complex systems approach in sports injury research: simulating running-related injury development with agent-based modelling.British journal of sports medicine · 2019Review
- Systems Modeling to Advance the Promise of Data Science in Epidemiology.American journal of epidemiology · 2019Article
- Limiting Alcohol Outlet Density to Prevent Alcohol Use and Violence: Estimating Policy Interventions Through Agent-Based Modeling.American journal of epidemiology · 2019Article
Corrections and comments
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Authors and funding
7 authors at 4 institutions in 1 country.
Funding
Abstract
backgroundHIV transmission among injecting and non-injecting drug users (IDU, NIDU) is a significant public health problem. Continuing propagation in endemic settings and emerging regional outbreaks have indicated the need for comprehensive and coordinated HIV prevention. We describe the development of a conceptual framework and calibration of an agent-based model (ABM) to examine how combinations of interventions may reduce and potentially eliminate HIV transmission among drug-using populations. METHODOLOGY/PRINCIPAL
findingsA multidisciplinary team of researchers from epidemiology, sociology, geography, and mathematics developed a conceptual framework based on prior ethnographic and epidemiologic research. An ABM was constructed and calibrated through an iterative design and verification process. In the model, "agents" represent IDU, NIDU, and non-drug users who interact with each other and within risk networks, engaging in sexual and, for IDUs, injection-related risk behavior over time. Agents also interact with simulated HIV prevention interventions (e.g., syringe exchange programs, substance abuse treatment, HIV testing) and initiate antiretroviral treatment (ART) in a stochastic manner. The model was constructed to represent the New York metropolitan statistical area (MSA) population, and calibrated by comparing output trajectories for various outcomes (e.g., IDU/NIDU prevalence, HIV prevalence and incidence) against previously validated MSA-level data. The model closely approximated HIV trajectories in IDU and NIDU observed in New York City between 1992 and 2002, including a linear decrease in HIV prevalence among IDUs. Exploratory results are consistent with empirical studies demonstrating that the effectiveness of a combination of interventions, including syringe exchange expansion and ART provision, dramatically reduced HIV prevalence among IDUs during this time period. CONCLUSIONS/SIGNIFICANCE: Complex systems models of adaptive HIV transmission dynamics can be used to identify potential collective benefits of hypothetical combination prevention interventions. Future work will seek to inform novel strategies that may lead to more effective and equitable HIV prevention strategies for drug-using populations.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.