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Progress and challenges in modelling country-level HIV/AIDS epidemics: the UNAIDS Estimation and Projection Package 2007

机译:在模拟国家一级艾滋病毒/艾滋病流行病方面的进展和挑战:联合国艾滋病规划署估计和预测一揽子计划2007

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摘要

The UNAIDS Estimation and Projection Package (EPP) was developed to aid in country-level estimation and short-term projection of HIV/AIDS epidemics. This paper describes advances reflected in the most recent update of this tool (EPP 2007), and identifies key issues that remain to be addressed in future versions. The major change to EPP 2007 is the addition of uncertainty estimation for generalised epidemics using the technique of Bayesian melding, but many additional changes have been made to improve the user interface and efficiency of the package. This paper describes the interface for uncertainty analysis, changes to the user interface for calibration procedures and other user interface changes to improve EPP’s utility in different settings. While formal uncertainty assessment remains an unresolved challenge in low-level and concentrated epidemics, the Bayesian melding approach has been applied to provide analysts in these settings with a visual depiction of the range of models that may be consistent with their data. In fitting the model to countries with longer-running epidemics in sub-Saharan Africa, a number of limitations have been identified in the current model with respect to accommodating behaviour change and accurately replicating certain observed epidemic patterns. This paper discusses these issues along with their implications for future changes to EPP and to the underlying UNAIDS Reference Group model.
机译:联合国艾滋病规划署估计和预测一揽子计划(EPP)的制定是为了帮助对艾滋病毒/艾滋病的流行进行国家一级的估计和短期预测。本文介绍了此工具的最新更新(EPP 2007)中反映的进展,并指出了将来版本中仍需解决的关键问题。 EPP 2007的主要更改是使用贝叶斯融合技术为广义流行病增加了不确定性估计,但是还进行了许多其他更改以改善用户界面和软件包的效率。本文介绍了不确定性分析的界面,用于校准程序的用户界面的更改以及其他用户界面的更改,以提高EPP在不同设置中的效用。尽管在低水平和集中的流行病中,形式不确定性评估仍然是一个未解决的挑战,但贝叶斯融合方法已被应用到这些环境中的分析人员,以可视化方式描述可能与其数据一致的模型范围。为了使模型适合于撒哈拉以南非洲流行时间更长的国家,在适应行为变化和准确复制某些观察到的流行模式方面,当前模型已发现许多限制。本文讨论了这些问题,以及它们对EPP和相关UNAIDS参考小组模型未来变化的影响。

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