Austin, Peter C.

An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

Austin, P. C. (2011) · Multivariate Behavioral Research

Advanced Causal Inference TechniquesMeta-analysis and systematic reviews

Cited by 12,242

Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples

Austin, P. C. (2009) · Statistics in Medicine

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 6,758

Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies

Austin, P. C., & Stuart, E. A. (2015) · Statistics in Medicine

Advanced Causal Inference TechniquesMeta-analysis and systematic reviews

Cited by 4,495

Optimal caliper widths for propensity‐score matching when estimating differences in means and differences in proportions in observational studies

Austin, P. C. (2011) · Pharmaceutical Statistics

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 3,949

Introduction to the Analysis of Survival Data in the Presence of Competing Risks

Austin, P. C., Lee, D. S., & Fine, J. P. (2016) · Circulation

Statistical Methods and InferenceProbability and Statistical Research

Cited by 2,653

A modification of the elixhauser comorbidity measures into a point system for hospital death using administrative data

van Walraven, C., Austin, P. C., Jennings, A., Quan, H., & Forster, A. J. (2009) · Medical Care

Chronic Disease Management StrategiesMedical Coding and Health Information

Cited by 2,200

Rates of hyperkalemia after publication of the Randomized Aldactone Evaluation Study

Juurlink, D. N., Mamdani, M. M., Lee, D. S., Kopp, A., Austin, P. C., Laupacis, A., & Redelmeier, D. A. (2004) · New England Journal of Medicine

Potassium and Related DisordersHeart Failure Treatment and Management

Cited by 1,761

A comparison of 12 algorithms for matching on the propensity score

Austin, P. C. (2014) · Statistics in Medicine

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 1,085

Missing Data in Clinical Research: A Tutorial on Multiple Imputation

Austin, P. C., White, I. R., Lee, D. S., & van Buuren, S. (2021) · Canadian Journal of Cardiology

Statistical Methods and Bayesian InferenceStatistical Methods in Epidemiology

Cited by 1,006

The performance of different propensity score methods for estimating marginal hazard ratios

Austin, P. C. (2013) · Statistics in Medicine

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 1,006

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

van der Ploeg, T., Austin, P. C., & Steyerberg, E. W. (2014) · BMC Medical Research Methodology

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 809

Some Methods of Propensity‐Score Matching had Superior Performance to Others: Results of an Empirical Investigation and Monte Carlo simulations

Austin, P. C. (2009) · Biometrical Journal

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 769

Bootstrap Methods for Developing Predictive Models

Austin, P. C., & Tu, J. V. (2004) · The American Statistician

Statistical Methods and InferenceStatistical Methods in Epidemiology

Cited by 622

Variance estimation when using inverse probability of treatment weighting (IPTW) with survival analysis

Austin, P. C. (2016) · Statistics in Medicine

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 542

Events per variable (EPV) and the relative performance of different strategies for estimating the out-of-sample validity of logistic regression models

Austin, P. C., & Steyerberg, E. W. (2017) · Statistical Methods in Medical Research

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 516

Propensity score methods gave similar results to traditional regression modeling in observational studies: a systematic review

Shah, B. R., Laupacis, A., Hux, J. E., & Austin, P. C. (2005) · Journal of Clinical Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 493

A Tutorial on Multilevel Survival Analysis: Methods, Models and Applications

Austin, P. C. (2017) · International Statistical Review

Statistical Methods and Bayesian InferenceStatistical Distribution Estimation and Applications

Cited by 483

Deriving ethnic-specific BMI cutoff points for assessing diabetes risk.

Chiu, M., Austin, P. C., Manuel, D. G., Shah, B. R., & Tu, J. V. (2011) · Diabetes Care

Diabetes, Cardiovascular Risks, and LipoproteinsObesity, Physical Activity, Diet

Cited by 398

Effectiveness and Safety of Drug-Eluting Stents in Ontario

Tu, J. V., Bowen, J., Chiu, M., Ko, D. T., Austin, P. C., He, Y., Hopkins, R., Tarride, J.-E., Blackhouse, G., Lazzam, C., et al. (2007) · New England Journal of Medicine

Coronary Interventions and DiagnosticsAntiplatelet Therapy and Cardiovascular Diseases

Cited by 383

Graphical assessment of internal and external calibration of logistic regression models by using loess smoothers

Austin, P. C., & Steyerberg, E. W. (2014) · Statistics in Medicine

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 362

Estimated Effectiveness of COVID-19 Vaccines Against Omicron or Delta Symptomatic Infection and Severe Outcomes

Buchan, S. A., Chung, H., Brown, K. A., Austin, P. C., Fell, D. B., Gubbay, J. B., Nasreen, S., Schwartz, K. L., Sundaram, M. E., Tadrous, M., et al. (2022) · JAMA Network Open

SARS-CoV-2 and COVID-19 ResearchCOVID-19 epidemiological studies

Cited by 356

Effectiveness of COVID-19 vaccines against Omicron or Delta symptomatic infection and severe outcomes

Buchan, S. A., Chung, H., Brown, K. A., Austin, P. C., Fell, D. B., Gubbay, J. B., Nasreen, S., Schwartz, K. L., Sundaram, M. E., Tadrous, M., et al. (2022) · JAMA Network Open

SARS-CoV-2 and COVID-19 ResearchCOVID-19 epidemiological studies

Cited by 356

Effectiveness of BNT162b2 and mRNA-1273 covid-19 vaccines against symptomatic SARS-CoV-2 infection and severe covid-19 outcomes in Ontario, Canada: test negative design study

Chung, H., He, S., Nasreen, S., Sundaram, M. E., Buchan, S. A., Wilson, S. E., Chen, B., Calzavara, A., Fell, D. B., Austin, P. C., et al. (2021) · BMJ

SARS-CoV-2 and COVID-19 ResearchVaccine Coverage and Hesitancy

Cited by 307

Interpreting the concordance statistic of a logistic regression model: relation to the variance and odds ratio of a continuous explanatory variable

Austin, P. C., & Steyerberg, E. W. (2012) · BMC Medical Research Methodology

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 270