Brief report: assessing and interpreting the association between continuous covariates and outcomes in observational studies of HIV using splines
BE Shepherd, PF Rebeiro… - JAIDS Journal of …, 2017 - journals.lww.com
The HIV epidemiology literature is replete with studies that categorize continuous predictors,
such as age and CD4+ cell count. It is well known that such an approach is suboptimal, but it …
such as age and CD4+ cell count. It is well known that such an approach is suboptimal, but it …
Penalized spline of propensity methods for treatment comparison
Valid causal inference from observational studies requires controlling for confounders.
When time-dependent confounders are present that serve as mediators of treatment effects …
When time-dependent confounders are present that serve as mediators of treatment effects …
A comparison of seven Cox regression-based models to account for heterogeneity across multiple HIV treatment cohorts in Latin America and the Caribbean
Many studies of HIV/AIDS aggregate data from multiple cohorts to improve power and
generalizability. There are several analysis approaches to account for cross-cohort …
generalizability. There are several analysis approaches to account for cross-cohort …
Historical HIV incidence modelling in regional subgroups: use of flexible discrete models with penalized splines based on prior curves
S GREENLAND - Statistics in medicine, 1996 - Wiley Online Library
This paper presents an approach to back‐projection (back‐calculation) of human
immunodeficiency virus (HIV) person‐year infection rates in regional subgroups based on …
immunodeficiency virus (HIV) person‐year infection rates in regional subgroups based on …
The relationship between virologic and immunologic responses in AIDS clinical research using mixed‐effects varying‐coefficient models with measurement error
H Liang, H Wu, RJ Carroll - Biostatistics, 2003 - academic.oup.com
In this article we study the relationship between virologic and immunologic responses in
AIDS clinical trials. Since plasma HIV RNA copies (viral load) and CD4+ cell counts are …
AIDS clinical trials. Since plasma HIV RNA copies (viral load) and CD4+ cell counts are …
Spline-based modelling of trends in the force of HIV infection, with application to the UNAIDS Estimation and Projection Package
DR Hogan, JA Salomon - Sexually transmitted infections, 2012 - sti.bmj.com
Objective We previously developed a flexible specification of the UNAIDS Estimation and
Projection Package (EPP) that relied on splines to generate time-varying values for the force …
Projection Package (EPP) that relied on splines to generate time-varying values for the force …
Backcalculation of flexible linear models of the human immunodeficiency virus infection curve
PS Rosenberg, MH Gail - … of the Royal Statistical Society: Series …, 1991 - Wiley Online Library
The method of backcalculation can be used both to estimate the number of persons infected
with the human immunodeficiency virus (HIV) and to project future acquired immune …
with the human immunodeficiency virus (HIV) and to project future acquired immune …
Flexible assessment of trends in age‐specific HIV incidence using two‐dimensional penalized likelihood
IC Marschner, RJ Bosch - Statistics in medicine, 1998 - Wiley Online Library
We present a method for estimating age‐and time‐specific HIV incidence using back‐
calculation of AIDS incidence data. Two‐dimensional penalized likelihood is employed …
calculation of AIDS incidence data. Two‐dimensional penalized likelihood is employed …
HIV incidence in the United States, 1978-1999
VM Quan, RW Steketee, L Valleroy… - JAIDS Journal of …, 2002 - journals.lww.com
Context: HIV incidence measurements, which reflect recent or current transmission, are
valuable for monitoring the epidemic and evaluating prevention programs. Objectives: To …
valuable for monitoring the epidemic and evaluating prevention programs. Objectives: To …
A method for fitting regression splines with varying polynomial order in the linear mixed model
LJ Edwards, PW Stewart, JE MacDougall… - Statistics in …, 2006 - Wiley Online Library
The linear mixed model has become a widely used tool for longitudinal analysis of
continuous variables. The use of regression splines in these models offers the analyst …
continuous variables. The use of regression splines in these models offers the analyst …