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HIV treatment as prevention: Principles of good HIV epidemiology modelling for public health decision-making in all modes of prevention and evaluation

TLDR
It is hoped that the principles described here will become a shared resource that facilitates constructive discussions about the policy implications that emerge from HIV epidemiology modelling results, and that promotes joint understanding about when modelling is useful as a tool in quantifying HIV epidemiological outcomes and improving prevention programming.
Abstract
Public health responses to HIV epidemics have long relied on epidemiological modelling analyses to help prospectively project and retrospectively estimate the impact, cost-effectiveness, affordability, and investment returns of interventions, and to help plan the design of evaluations. But translating model output into policy decisions and implementation on the ground is chal- lenged by the differences in background and expectations of modellers and decision-makers. As part of the PLoS Medicine Collection ''Investigating the Impact of Treat- ment on New HIV Infections''—which focuses on the contribution of modelling to current issues in HIV prevention—we present here principles of ''best practice'' for the construction, reporting, and interpretation of HIV epidemiological models for public health decision-making on all aspects of HIV. Aimed at both those who conduct modelling research and those who use modelling results, we hope that the principles described here will become a shared resource that facilitates constructive discussions about the policy implications that emerge from HIV epidemiology modelling results, and that promotes joint understanding between modellers and decision-makers about when modelling is useful as a tool in quantifying HIV epidemiological outcomes and improving prevention programming.

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Phylogenetic inferences on HIV-1 transmission: implications for the design of prevention and treatment interventions.

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Predictors of perceived barriers to physical activity in the general adult population: a cross-sectional study.

TL;DR: Factors that influence physical activity, including lack of motivation, resources, social support and fear of injury are barriers to physical activity are shown.
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HIV Treatment as Prevention: Models, Data, and Questions - Towards Evidence-Based Decision-Making

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Impact of treatment on hepatitis C virus transmission and incidence in Egypt: A case for treatment as prevention

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Malnutrition status and associated factors among HIV-positive patients enrolled in ART clinics in Zimbabwe

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References
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Book

Infectious Diseases of Humans: Dynamics and Control

TL;DR: This book discusses the biology of host-microparasite associations, dynamics of acquired immunity heterogeneity within the human community indirectly transmitted helminths, and the ecology and genetics of hosts and parasites.
Book

Empirical Model-Building and Response Surfaces

TL;DR: In this article, the authors present a Second-Order Response Surface Methodology (SRSM) for response surface design, which is based on Maxima and Ridge systems with second-order response surfaces.
Journal ArticleDOI

Empirical Model-Building and Response Surfaces

Eddie Shoesmith
- 01 Mar 1988 - 
TL;DR: This work discusses the use of Graduating Functions, design Aspects of Variance, Bias, and Lack of Fit, and Practical Choice of a Response Surface Design in relation to Second--Order Response Surfaces.
Journal ArticleDOI

Prevention of HIV-1 infection with early antiretroviral therapy

TL;DR: The exciting evidence generated by this paper – that antiretroviral treatment of HIV-1 infection definitively reduces the risk of onward transmission of the virus by 96% – was rightly dubbed Science magazine's ‘Breakthrough of the Year’ in 2011.
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