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AIDS, ISSN 0269-9370, 09/2016, Volume 30, Issue 17, pp. 2659 - 2663
OBJECTIVE:The START trial found a lower risk of a composite clinical outcome in HIV-positive individuals assigned to immediate initiation of antiretroviral... 
HIV | g-formula | per-protocol effect | antiretroviral treatment
Journal Article
Statistics in Medicine, ISSN 0277-6715, 10/2019, Volume 38, Issue 24, pp. 4828 - 4840
In this article, we will present statistical methods to assess to what extent the effect of a randomised treatment (versus control) on a time‐to‐event endpoint... 
path‐specific effect | g‐formula | mediation | time‐dependent confounding | longitudinal data
Journal Article
BMC public health, ISSN 1471-2458, 12/2019, Volume 19, Issue 1, pp. 1733 - 10
Adherence to a traditional Mediterranean diet has been associated with lower mortality and cardiovascular disease risk. The relative importance of diet... 
G-computation | Parametric G-formula | Time-varying confounding | G-methods
Journal Article
Journal of epidemiology and community health, ISSN 0143-005X, 2/2018, Volume 72, Issue 2, pp. 173 - 178
Journal Article
Epidemiology, ISSN 1044-3983, 11/2019, Volume 30, Issue 6, pp. 807 - 812
When generalizing inferences from a randomized trial to a target population, two classes of estimators are usedg-formula estimators that depend on modeling the... 
Augmented inverse probability weighting | ROBUSTNESS | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | Generalizability | PROPENSITY SCORE | MODELS | Double robustness | Inverse probability weighting | INFERENCE | G-formula
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 10/2019, Volume 114, Issue 528, pp. 1493 - 1504
The United States Environmental Protection Agency considers nutrient pollution in stream ecosystems one of the United States' most pressing environmental... 
Structural nested models | Marginal structural models | g-formula | Potential outcomes | RANDOMIZED TRIALS | STATISTICS & PROBABILITY | INFERENCE | NUTRIENT | EUTROPHICATION | CAPE FEAR RIVER | BIOMASS | NITROGEN | CRITERION
Journal Article
International Journal of Epidemiology, ISSN 0300-5771, 06/2019, Volume 48, Issue 3, pp. 954 - 965
Abstract Background There are few estimates of the potential gains in adult mortality from population-level improvements in systolic blood pressure (SBP) in a... 
TARGET | MIDDLE-INCOME COUNTRIES | RISK-FACTORS | DETERMINANTS | PREVENTION | ADULTS | PREVALENCE | AWARENESS | life expectancy | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | DISEASE | mortality | Blood pressure | g-formula | hypertension | Indonesia
Journal Article
Annals of Statistics, ISSN 0090-5364, 2019
In sequential causal inference, two types of causal effects are of practical interest, namely, the causal effect of the treatment regime (called the sequential... 
Naturvetenskap | curse of dimensionality | point observable effect | Mathematics | null paradox | sequential causal effect | Natural Sciences | blip effect | Matematik | Sannolikhetsteori och statistik | Probability Theory and Statistics | new G-formula
Journal Article
Clinical Infectious Diseases, ISSN 1058-4838, 10/2019, Volume 69, Issue 9, pp. 1613 - 1620
Abstract Background The cost of direct-acting antivirals (DAAs) for hepatitis C virus (HCV) prompted many payers to restrict treatment to patients who met... 
ACTING ANTIVIRAL THERAPY | INFECTIOUS DISEASES | RISK-FACTORS | antiretroviral therapy | SOFOSBUVIR | MICROBIOLOGY | IMMUNOLOGY | direct-acting antivirals | PARAMETRIC G-FORMULA | LEDIPASVIR | PATIENT-REPORTED OUTCOMES | HIV | REINFECTION | hepatitis C virus | human immunodeficiency virus | COHORT | population intervention effects | and Commentaries
Journal Article
Epidemiology, ISSN 1044-3983, 01/2020, Volume 31, Issue 1, pp. 7 - 14
BACKGROUND:Weight gain following smoking cessation reduces the incentive to quit, especially among women. Exercise and diet interventions may reduce... 
Parametric g-formula | RISK-FACTORS | Physical activity | Weight gain | REPRODUCIBILITY | PROSPECTIVE COHORT | WOMEN | OBESITY | INTERVENTIONS | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | Diet | PHYSICAL-ACTIVITY | CORONARY-HEART-DISEASE | CONSUMPTION | Smoking
Journal Article
Clinical Infectious Diseases, ISSN 1058-4838, 03/2019, Volume 68, Issue 7, pp. 1152 - 1159
Abstract Background Persons living with human immunodeficiency virus (HIV; PLwH) are commonly co-infected with hepatitis C virus (HCV). Most co-infected... 
SURVIVAL | INFECTIOUS DISEASES | antiretroviral therapy | SOFOSBUVIR | COINFECTION | MICROBIOLOGY | IMMUNOLOGY | direct-acting antivirals | PARAMETRIC G-FORMULA | LEDIPASVIR | THERAPY | HIV | MODELS | hepatitis C virus | human immunodeficiency virus | HCV | COHORT | and Commentaries
Journal Article
Applied Mathematics and Computation, ISSN 0096-3003, 03/2018, Volume 321, pp. 11 - 24
It is known that the semi-supervised learning deals with learning algorithms with less labeled samples and more unlabeled samples. One of the problems in this... 
Quadratic loss | G[formula omitted]teaux derivative | Semi-supervised regression | Learning rate | Ga^teaux derivative | MATHEMATICS, APPLIED | SEGMENTATION | REGULARIZATION | Gateaux derivative | Data mining | Algorithms
Journal Article
American journal of epidemiology, ISSN 0002-9262, 01/2015, Volume 181, Issue 2, pp. 103 - 105
The relative weights of empirical facts (data) and assumptions (theory) in causal inference vary across disciplines. Typically, disciplines that ask more... 
causal inference | agent-based models | parametric g-formula | WOMEN | INTERVENTIONS | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | MIDLIFE | RISK | CORONARY-HEART-DISEASE | Models, Theoretical | Causality | Epidemiologic Methods | Humans | Practice of Epidemiology
Journal Article
International journal of epidemiology, ISSN 0300-5771, 04/2017, Volume 46, Issue 2, pp. 756 - 762
Journal Article
American Journal of Epidemiology, ISSN 0002-9262, 2017, Volume 186, Issue 2, pp. 146 - 148
Journal Article
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