Visualizing the (Causal) Effect of a Continuous Variable on a Time-To-Event Outcome

A comparison of different methods to adjust survival curves for confounders

(2023) Robin Denz et al.   STATISTICS IN MEDICINE

Well-Defined Interventions and Causal Variable Choice

(2022) Zili Dong   PHILOSOPHY OF SCIENCE

Opening the black box: the promise and limitations of explainable machine learning in cardiology

(2021) Jeremy Petch et al.   CANADIAN JOURNAL OF CARDIOLOGY

The impact of hypothetical interventions on adiposity in adolescence

(2021) Mekdes K. Gebremariam et al.   Scientific Reports

Disparate effects of ankle-brachial index on mortality in the ‘very old’ and ‘younger old’ populations-the PolSenior survey

(2021) Jarosław Królczyk et al.   HEART AND VESSELS

Kernel hazard estimation for visualisation of the effect of a continuous covariates on time‐to‐event endpoints

(2021) Richard J. Jackson et al.   PHARMACEUTICAL STATISTICS

On the estimation of average treatment effects with right‐censored time to event outcome and competing risks

(2020) Brice Maxime Hugues Ozenne et al.   BIOMETRICAL JOURNAL

A graphical description of partial exchangeability

(2020) Aaron L Sarvet et al.   EPIDEMIOLOGY

A causal framework for classical statistical estimands in failure‐time settings with competing events

(2020) Jessica G. Young et al.   STATISTICS IN MEDICINE

Household disposable income and long-term survival after pulmonary resections for lung cancer

(2020) Erik Sachs et al.   THORAX

G-computation, propensity score-based methods, and targeted maximum likelihood estimator for causal inference with different covariates sets: a comparative simulation study

(2020) Arthur Chatton et al.   Scientific Reports

A review of spline function procedures in R

(2019) Aris Perperoglou et al.   BMC Medical Research Methodology

Understanding the predictive value of continuous markers for censored survival data using a likelihood ratio approach

(2019) Andrew M. Smith et al.   BMC Medical Research Methodology

Bias-adjusted Kaplan–Meier survival curves for marginal treatment effect in observational studies

(2019) Xiaofei Wang et al.   Journal of Biopharmaceutical Statistics

One‐step targeted maximum likelihood estimation for time‐to‐event outcomes

(2019) Weixin Cai et al.   BIOMETRICS

On Well-defined Hypothetical Interventions in the Potential Outcomes Framework

(2018) Tyler J. VanderWeele   EPIDEMIOLOGY

Graphical Presentation of Patient-Treatment Interaction Elucidated by Continuous Biomarkers

(2017) Yu-Ming Shen et al.   METHODS OF INFORMATION IN MEDICINE

Does water kill? A call for less casual causal inferences

(2016) Miguel A. Hernán   ANNALS OF EPIDEMIOLOGY

Exercise Dose in Clinical Practice

(2016) Meagan M. Wasfy et al.   CIRCULATION

flexsurv: A Platform for Parametric Survival Modeling inR

(2016) Christopher Jackson   Journal of Statistical Software

Does Cox analysis of a randomized survival study yield a causal treatment effect?

(2015) Odd O. Aalen et al.   LIFETIME DATA ANALYSIS

A visualization method measuring the performance of biomarkers for guiding treatment decisions

(2015) Hui Yang et al.   PHARMACEUTICAL STATISTICS

On representing the prognostic value of continuous gene expression biomarkers with the restricted mean survival curve

(2015) Kevin H. Eng et al.   Oncotarget

Evidence-Based Risk Communication

(2014) Daniella A. Zipkin et al.   ANNALS OF INTERNAL MEDICINE

The Parametric g-Formula for Time-to-event Data

(2014) Alexander P. Keil et al.   EPIDEMIOLOGY

Do Optimal Prognostic Thresholds in Continuous Physiological Variables Really Exist? Analysis of Origin of Apparent Thresholds, with Systematic Review for Peak Oxygen Consumption, Ejection Fraction and BNP

(2014) Alberto Giannoni et al.   PLoS One

smoothHR: An R Package for Pointwise Nonparametric Estimation of Hazard Ratio Curves of Continuous Predictors

(2013) Luís Meira-Machado et al.   Computational and Mathematical Methods in Medicine

Against quantiles: categorization of continuous variables in epidemiologic research, and its discontents

(2012) Caroline Bennette et al.   BMC Medical Research Methodology

Analysis by Categorizing or Dichotomizing Continuous Variables Is Inadvisable: An Example from the Natural History of Unruptured Aneurysms

(2011) O. Naggara et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Invited Commentary: Positivity in Practice

(2010) D. Westreich et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

The Hazards of Hazard Ratios

(2009) Miguel A. Hernán   EPIDEMIOLOGY

Visualizing covariates in proportional hazards model

(2009) Juha Karvanen et al.   STATISTICS IN MEDICINE