List of works - Susan Gruber

A Targeted Maximum Likelihood Estimator of a Causal Effect on a Bounded Continuous Outcome ⬇️

scientific article published on January 1, 2010

An Application of Collaborative Targeted Maximum Likelihood Estimation in Causal Inference and Genomics ⬇️

scientific article published on May 17, 2010

An Application of Targeted Maximum Likelihood Estimation to the Meta‐Analysis of Safety Data ⬇️

scientific article published on February 4, 2013

Can Machine Learning Help Identify Patients at Risk for Recurrent Sexually Transmitted Infections?

scientific article published on 17 August 2020

Characteristics of study design and elements that may contribute to the success of electronic safety monitoring systems

scientific article published on 29 September 2014

Collaborative double robust targeted maximum likelihood estimation

scientific article published on 17 May 2010

Comparison of privacy-protecting analytic and data-sharing methods: A simulation study

scientific article published on 18 July 2018

Consequences of depletion of susceptibles for hazard ratio estimators based on propensity scores

scientific article published on 06 August 2020

Consistent causal effect estimation under dual misspecification and implications for confounder selection procedures ⬇️

scientific article published on February 23, 2012

Design and analysis choices for safety surveillance evaluations need to be tuned to the specifics of the hypothesized drug-outcome association

scientific article published on 14 July 2016

Development and validation of an automated HIV prediction algorithm to identify candidates for pre-exposure prophylaxis: a modelling study

scientific article published on 05 July 2019

Diagnosing and responding to violations in the positivity assumption ⬇️

scientific article published on October 28, 2010

Ensemble learning of inverse probability weights for marginal structural modeling in large observational datasets.

scientific article

Examples of Applying RWE Causal-Inference Roadmap to Clinical Studies

scientific article published in 2023

Incidence and Trends of Sepsis in US Hospitals Using Clinical vs Claims Data, 2009-2014.

scientific article published on 13 September 2017

Limitations of empirical calibration of p-values using observational data

scientific article

One-Step Targeted Minimum Loss-based Estimation Based on Universal Least Favorable One-Dimensional Submodels

scientific article published in May 2016

Relative Performance of Propensity Score Matching Strategies for Subgroup Analyses

scientific article published on 01 August 2018

Reply to Boyer et al

scientific article published on 01 June 2017

Scalable collaborative targeted learning for high-dimensional data

scientific article published in January 2017

Sequential surveillance for drug safety in a regulatory environment

scientific article published on 05 March 2018

Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models.

scientific article

Targeted Minimum Loss Based Estimation of Causal Effects of Multiple Time Point Interventions ⬇️

scientific article published on January 1, 2012

Targeted Minimum Loss Based Estimation of a Causal Effect on an Outcome with Known Conditional Bounds ⬇️

scientific article published on July 25, 2012

Targeted Minimum Loss Based Estimator that Outperforms a given Estimator ⬇️

scientific article published on May 18, 2012

The Relative Performance of Targeted Maximum Likelihood Estimators ⬇️

scientific article published on August 17, 2011

The Risk of Febrile Seizures Following Influenza and 13-Valent Pneumococcal Conjugate Vaccines.

scientific article published on 4 October 2017

The risk of febrile seizures following influenza and 13-valent pneumococcal conjugate vaccines

scientific article published on 01 February 2020

Using electronic health records to identify candidates for human immunodeficiency virus pre-exposure prophylaxis: An application of super learning to risk prediction when the outcome is rare

scientific article published on 24 June 2020

Variable Selection for Confounder Control, Flexible Modeling and Collaborative Targeted Minimum Loss-Based Estimation in Causal Inference.

scientific article published in May 2016

List of works by Susan Gruber

A Targeted Maximum Likelihood Estimator of a Causal Effect on a Bounded Continuous Outcome ⬇️

An Application of Collaborative Targeted Maximum Likelihood Estimation in Causal Inference and Genomics ⬇️

An Application of Targeted Maximum Likelihood Estimation to the Meta‐Analysis of Safety Data ⬇️

Can Machine Learning Help Identify Patients at Risk for Recurrent Sexually Transmitted Infections?

Characteristics of study design and elements that may contribute to the success of electronic safety monitoring systems

Collaborative double robust targeted maximum likelihood estimation

Comparison of privacy-protecting analytic and data-sharing methods: A simulation study

Consequences of depletion of susceptibles for hazard ratio estimators based on propensity scores

Consistent causal effect estimation under dual misspecification and implications for confounder selection procedures ⬇️

Design and analysis choices for safety surveillance evaluations need to be tuned to the specifics of the hypothesized drug-outcome association

Development and validation of an automated HIV prediction algorithm to identify candidates for pre-exposure prophylaxis: a modelling study

Diagnosing and responding to violations in the positivity assumption ⬇️

Ensemble learning of inverse probability weights for marginal structural modeling in large observational datasets.

Examples of Applying RWE Causal-Inference Roadmap to Clinical Studies

Incidence and Trends of Sepsis in US Hospitals Using Clinical vs Claims Data, 2009-2014.

Limitations of empirical calibration of p-values using observational data

One-Step Targeted Minimum Loss-based Estimation Based on Universal Least Favorable One-Dimensional Submodels

Relative Performance of Propensity Score Matching Strategies for Subgroup Analyses

Reply to Boyer et al

Scalable collaborative targeted learning for high-dimensional data

Sequential surveillance for drug safety in a regulatory environment

Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models.

Targeted Minimum Loss Based Estimation of Causal Effects of Multiple Time Point Interventions ⬇️

Targeted Minimum Loss Based Estimation of a Causal Effect on an Outcome with Known Conditional Bounds ⬇️

Targeted Minimum Loss Based Estimator that Outperforms a given Estimator ⬇️

The Relative Performance of Targeted Maximum Likelihood Estimators ⬇️

The Risk of Febrile Seizures Following Influenza and 13-Valent Pneumococcal Conjugate Vaccines.

The risk of febrile seizures following influenza and 13-valent pneumococcal conjugate vaccines

Using electronic health records to identify candidates for human immunodeficiency virus pre-exposure prophylaxis: An application of super learning to risk prediction when the outcome is rare

Variable Selection for Confounder Control, Flexible Modeling and Collaborative Targeted Minimum Loss-Based Estimation in Causal Inference.