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A practical introduction to Bayesian estimation of causal effects: Parametric and nonparametric approaches

Statistics in medicine, 2021-01, Vol.40 (2), p.518-551

2021

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Global epidemiology of pediatric severe sepsis: the sepsis prevalence, outcomes, and therapies study

American journal of respiratory and critical care medicine, 2015-05, Vol.191 (10), p.1147-1157

2015

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Bayesian Nonparametrics for Causal Inference and Missing Data

1, 2024

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A Bayesian nonparametric model for zero‐inflated outcomes: Prediction, clustering, and causal estimation

Biometrics, 2021-03, Vol.77 (1), p.125-135

2021

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MX2: a high‐flux undulator microfocus beamline serving both the chemical and macromolecular crystallography communities at the Australian Synchrotron

Journal of synchrotron radiation, 2018-05, Vol.25 (3), p.885-891

2018

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Hierarchical Bayesian bootstrap for heterogeneous treatment effect estimation

The international journal of biostatistics, 2024-05, Vol.20 (1), p.93-106

2024

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Increased Mortality Rates With Prolonged Corticosteroid Therapy When Compared With Antitumor Necrosis Factor-α-Directed Therapy for Inflammatory Bowel Disease

The American journal of gastroenterology, 2018-03, Vol.113 (3), p.405-417

2018

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A Framework for Bayesian Nonparametric Inference for Causal Effects of Mediation

Biometrics, 2017-06, Vol.73 (2), p.401-409

2017

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Statistical Methods for Cohort Studies of CKD: Survival Analysis in the Setting of Competing Risks

Clinical journal of the American Society of Nephrology, 2017-07, Vol.12 (7), p.1181-1189

2017

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Prevalence of SARS-CoV-2 infection in previously undiagnosed health care workers in New Jersey, at the onset of the U.S. COVID-19 pandemic

BMC infectious diseases, 2020-11, Vol.20 (1), p.853-10, Article 853

2020

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Rheumatoid Arthritis Disease Activity and Hospitalized Infection in a Large US Registry

Arthritis care & research (2010), 2023-08, Vol.75 (8), p.1639-1647

2023

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Oral Azole Antifungal Medications and Risk of Acute Liver Injury, Overall and by Chronic Liver Disease Status

The American journal of medicine, 2016-03, Vol.129 (3), p.283-291.e5

2016

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Disparities in Absolute Denial of Modern Hepatitis C Therapy by Type of Insurance

Clinical gastroenterology and hepatology, 2016-07, Vol.14 (7), p.1035-1043

2016

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Self-Reported PrEP Use and Risk of Bacterial STIs Among Ontarian Men Who Are Gay or Bisexual or Have Sex With Men

Annals of family medicine, 2024-09, Vol.22 (5), p.437-443

2024

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Bayesian semiparametric model for sequential treatment decisions with informative timing

Biostatistics (Oxford, England), 2024-01

2024

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Net benefit separation and the determination curve: A probabilistic framework for cost-effectiveness estimation

Statistical methods in medical research, 2021-05, Vol.30 (5), p.1306-1319

2021

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Statistical Methods for Recurrent Event Analysis in Cohort Studies of CKD

Clinical journal of the American Society of Nephrology, 2017-12, Vol.12 (12), p.2066-2073

2017

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Novel Risk Factors for Progression of Diabetic and Nondiabetic CKD: Findings From the Chronic Renal Insufficiency Cohort (CRIC) Study

American journal of kidney diseases, 2021-01, Vol.77 (1), p.56-73.e1

2021

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Coronary Artery Calcification and Risk of Cardiovascular Disease and Death Among Patients With Chronic Kidney Disease

JAMA cardiology, 2017-06, Vol.2 (6), p.635

2017

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Analyzing medical costs with time‐dependent treatment: The nested g‐formula

Health economics, 2018-07, Vol.27 (7), p.1063-1073

2018

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A Bayesian nonparametric approach to marginal structural models for point treatments and a continuous or survival outcome

Biostatistics (Oxford, England), 2017-01, Vol.18 (1), p.32-47

2017

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Severe Acute Liver Injury After Hepatotoxic Medication Initiation in Real-World Data

JAMA internal medicine, 2024-08, Vol.184 (8), p.943

2024

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Risk Factors for Heart Failure in Patients With Chronic Kidney Disease: The CRIC (Chronic Renal Insufficiency Cohort) Study

Journal of the American Heart Association, 2017-05, Vol.6 (5)

2017

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Decreased Emergency Cholecystectomy and Case Fatality Rate, Not Explained by Expansion of Medicaid

The Journal of surgical research, 2023-08, Vol.288, p.350-361

2023

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Functional clustering methods for longitudinal data with application to electronic health records

Statistical methods in medical research, 2021-03, Vol.30 (3), p.655-670

2021

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A practical introduction to Bayesian estimation of causal effects: Parametric and nonparametric approaches

Global epidemiology of pediatric severe sepsis: the sepsis prevalence, outcomes, and therapies study

Bayesian Nonparametrics for Causal Inference and Missing Data

A Bayesian nonparametric model for zero‐inflated outcomes: Prediction, clustering, and causal estimation

MX2: a high‐flux undulator microfocus beamline serving both the chemical and macromolecular crystallography communities at the Australian Synchrotron

Hierarchical Bayesian bootstrap for heterogeneous treatment effect estimation

Increased Mortality Rates With Prolonged Corticosteroid Therapy When Compared With Antitumor Necrosis Factor-α-Directed Therapy for Inflammatory Bowel Disease

A Framework for Bayesian Nonparametric Inference for Causal Effects of Mediation

Statistical Methods for Cohort Studies of CKD: Survival Analysis in the Setting of Competing Risks

Prevalence of SARS-CoV-2 infection in previously undiagnosed health care workers in New Jersey, at the onset of the U.S. COVID-19 pandemic

Rheumatoid Arthritis Disease Activity and Hospitalized Infection in a Large US Registry

Oral Azole Antifungal Medications and Risk of Acute Liver Injury, Overall and by Chronic Liver Disease Status

Disparities in Absolute Denial of Modern Hepatitis C Therapy by Type of Insurance

Self-Reported PrEP Use and Risk of Bacterial STIs Among Ontarian Men Who Are Gay or Bisexual or Have Sex With Men

Bayesian semiparametric model for sequential treatment decisions with informative timing

Net benefit separation and the determination curve: A probabilistic framework for cost-effectiveness estimation

Statistical Methods for Recurrent Event Analysis in Cohort Studies of CKD

Novel Risk Factors for Progression of Diabetic and Nondiabetic CKD: Findings From the Chronic Renal Insufficiency Cohort (CRIC) Study

Coronary Artery Calcification and Risk of Cardiovascular Disease and Death Among Patients With Chronic Kidney Disease

Analyzing medical costs with time‐dependent treatment: The nested g‐formula

A Bayesian nonparametric approach to marginal structural models for point treatments and a continuous or survival outcome

Severe Acute Liver Injury After Hepatotoxic Medication Initiation in Real-World Data

Risk Factors for Heart Failure in Patients With Chronic Kidney Disease: The CRIC (Chronic Renal Insufficiency Cohort) Study

Decreased Emergency Cholecystectomy and Case Fatality Rate, Not Explained by Expansion of Medicaid

Functional clustering methods for longitudinal data with application to electronic health records

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