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Improving propensity score estimators' robustness to model misspecification using super learner

American journal of epidemiology, 2015-01, Vol.181 (2), p.108-119

2015

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Causal Models and Learning from Data: Integrating Causal Modeling and Statistical Estimation

Epidemiology (Cambridge, Mass.), 2014-05, Vol.25 (3), p.418-426

2014

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Personalized public health: An implementation research agenda for the HIV response and beyond

PLoS medicine, 2019-12, Vol.16 (12), p.e1003020-e1003020

2019

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Diagnosing and responding to violations in the positivity assumption

Statistical methods in medical research, 2012-02, Vol.21 (1), p.31-54

2012

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Mortality prediction in intensive care units with the Super ICU Learner Algorithm (SICULA): a population-based study

The lancet respiratory medicine, 2015, Vol.3 (1), p.42-52

2015

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Dimensions of HIV-related stigma in rural communities in Kenya and Uganda at the start of a large HIV 'test and treat' trial

PloS one, 2021-05, Vol.16 (5), p.e0249462-e0249462

2021

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Invited Commentary: Machine Learning in Causal Inference—How Do I Love Thee? Let Me Count the Ways

American journal of epidemiology, 2021-08, Vol.190 (8), p.1483-1487

2021

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The Aryne-Abramov Reaction as a 1,2-Benzdiyne Platform for the Generation and Solvent-Dependent Trapping of 3‑Phosphonyl Benzynes

Journal of organic chemistry, 2021-08, Vol.86 (15), p.10724-10746

2021

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Computationally efficient confidence intervals for cross-validated area under the ROC curve estimates

Electronic journal of statistics, 2015, Vol.9 (1), p.1583-1607

2015

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Factors predictive of successful retention in care among HIV-infected men in a universal test-and-treat setting in Uganda and Kenya: A mixed methods analysis

PloS one, 2019-01, Vol.14 (1), p.e0210126-e0210126

2019

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The Causal Roadmap and Simulations to Improve the Rigor and Reproducibility of Real-data Applications

Epidemiology (Cambridge, Mass.), 2024-08

2024

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Leveraging rapid community-based HIV testing campaigns for non-communicable diseases in rural Uganda

PloS one, 2012-08, Vol.7 (8), p.e43400-e43400

2012

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Incidence, clinical outcomes, and transmission dynamics of severe coronavirus disease 2019 in California and Washington: prospective cohort study

BMJ (Online), 2020-05, Vol.369, p.m1923

2020

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Effect of a one-time financial incentive on linkage to chronic hypertension care in Kenya and Uganda: A randomized controlled trial

PloS one, 2022-11, Vol.17 (11), p.e0277312-e0277312

2022

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Differential respiratory health effects from the 2008 northern California wildfires: A spatiotemporal approach

Environmental research, 2016-10, Vol.150, p.227-235

2016

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Taking Vaccine to Where the Virus Is—Equity and Effectiveness in Coronavirus Vaccinations

JAMA health forum, 2021-02, Vol.2 (2), p.e210213-e210213

2021

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SARS-CoV-2 vaccine boosters: The time to act is now

PLoS medicine, 2021-12, Vol.18 (12), p.e1003882-e1003882

2021

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Spatiotemporal Prediction of Fine Particulate Matter During the 2008 Northern California Wildfires Using Machine Learning

Environmental science & technology, 2015-03, Vol.49 (6), p.3887-3896

2015

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Efficient and robust approaches for analysis of sequential multiple assignment randomized trials: Illustration using the ADAPT-R trial

Biometrics, 2023-09, Vol.79 (3), p.2577-2591

2023

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Weight Change Following Switch to Dolutegravir for HIV Treatment in Rural Kenya During Country Roll-Out

Journal of acquired immune deficiency syndromes (1999), 2023-06, Vol.93 (2), p.154-161

2023

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"Hurdles on the path to 90-90-90 and beyond": Qualitative analysis of barriers to engagement in HIV care among individuals in rural East Africa in the context of test-and-treat

PloS one, 2018-08, Vol.13 (8), p.e0202990-e0202990

2018

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Uptake of community-based HIV testing during a multi-disease health campaign in rural Uganda

PloS one, 2014-01, Vol.9 (1), p.e84317-e84317

2014

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Understanding HIV Program Effects: A Structural Approach to Context Using the Transportability Framework

Journal of acquired immune deficiency syndromes (1999), 2019-12, Vol.82 Suppl 3 (3), p.S199-S205

2019

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Improving propensity score estimators' robustness to model misspecification using super learner

Causal Models and Learning from Data: Integrating Causal Modeling and Statistical Estimation

Personalized public health: An implementation research agenda for the HIV response and beyond

Diagnosing and responding to violations in the positivity assumption

Mortality prediction in intensive care units with the Super ICU Learner Algorithm (SICULA): a population-based study

HIV incidence after pre-exposure prophylaxis initiation among women and men at elevated HIV risk: A population-based study in rural Kenya and Uganda

Dimensions of HIV-related stigma in rural communities in Kenya and Uganda at the start of a large HIV 'test and treat' trial

Invited Commentary: Machine Learning in Causal Inference—How Do I Love Thee? Let Me Count the Ways

The Aryne-Abramov Reaction as a 1,2-Benzdiyne Platform for the Generation and Solvent-Dependent Trapping of 3‑Phosphonyl Benzynes

Computationally efficient confidence intervals for cross-validated area under the ROC curve estimates

Factors predictive of successful retention in care among HIV-infected men in a universal test-and-treat setting in Uganda and Kenya: A mixed methods analysis

The Causal Roadmap and Simulations to Improve the Rigor and Reproducibility of Real-data Applications

Leveraging rapid community-based HIV testing campaigns for non-communicable diseases in rural Uganda

Incidence, clinical outcomes, and transmission dynamics of severe coronavirus disease 2019 in California and Washington: prospective cohort study

Effect of a one-time financial incentive on linkage to chronic hypertension care in Kenya and Uganda: A randomized controlled trial

Differential respiratory health effects from the 2008 northern California wildfires: A spatiotemporal approach

Taking Vaccine to Where the Virus Is—Equity and Effectiveness in Coronavirus Vaccinations

SARS-CoV-2 vaccine boosters: The time to act is now

Spatiotemporal Prediction of Fine Particulate Matter During the 2008 Northern California Wildfires Using Machine Learning

Efficient and robust approaches for analysis of sequential multiple assignment randomized trials: Illustration using the ADAPT-R trial

Weight Change Following Switch to Dolutegravir for HIV Treatment in Rural Kenya During Country Roll-Out

Effect of a patient-centered hypertension delivery strategy on all-cause mortality: Secondary analysis of SEARCH, a community-randomized trial in rural Kenya and Uganda

"Hurdles on the path to 90-90-90 and beyond": Qualitative analysis of barriers to engagement in HIV care among individuals in rural East Africa in the context of test-and-treat

Uptake of community-based HIV testing during a multi-disease health campaign in rural Uganda

Understanding HIV Program Effects: A Structural Approach to Context Using the Transportability Framework

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