Use of Propensity Scoring and Its Application to Real‐World Data: Advantages, Disadvantages, and Methodological Objectives Explained to Researchers Without Using Mathematical Equations
出版年份 2021 全文链接
标题
Use of Propensity Scoring and Its Application to Real‐World Data: Advantages, Disadvantages, and Methodological Objectives Explained to Researchers Without Using Mathematical Equations
作者
关键词
-
出版物
JOURNAL OF CLINICAL PHARMACOLOGY
Volume 62, Issue 3, Pages 304-319
出版商
Wiley
发表日期
2021-10-21
DOI
10.1002/jcph.1989
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- Development of a System for Post‐marketing Population Pharmacokinetic and Pharmacodynamic Studies using Real‐World Data from Electronic Health Records
- (2020) Leena Choi et al. CLINICAL PHARMACOLOGY & THERAPEUTICS
- Practical considerations of utilizing propensity score methods in clinical development using real-world and historical data
- (2020) Qing Li et al. Contemporary Clinical Trials
- Using propensity scores to estimate effects of treatment initiation decisions: State of the science
- (2020) Michael Webster‐Clark et al. STATISTICS IN MEDICINE
- Real‐World Data and Clinical Pharmacology: A Regulatory Science Perspective
- (2019) Qi Liu et al. CLINICAL PHARMACOLOGY & THERAPEUTICS
- Bounding bias due to selection
- (2019) Louisa H. Smith et al. EPIDEMIOLOGY
- Influenza vaccination effectiveness for people aged under 65 years in Japan, 2013/2014 season: application of a doubly robust method to a large-scale, real-world dataset
- (2019) Natsumi Shibata et al. BMC INFECTIOUS DISEASES
- Comparison of alternative approaches to trim subjects in the tails of the propensity score distribution
- (2019) Robert J. Glynn et al. PHARMACOEPIDEMIOLOGY AND DRUG SAFETY
- Immunogenicity in Clinical Practice and Drug Development: When is it Significant?
- (2019) Valentina Shakhnovich et al. CTS-Clinical and Translational Science
- Statistical primer: propensity score matching and its alternatives†
- (2018) Umberto Benedetto et al. EUROPEAN JOURNAL OF CARDIO-THORACIC SURGERY
- Linear regression and the normality assumption
- (2018) Amand F. Schmidt et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Propensity score matching analysis to evaluate the comparative effectiveness of daratumumab versus real-world standard of care therapies for patients with heavily pretreated and refractory multiple myeloma
- (2018) Shaji Kumar et al. LEUKEMIA & LYMPHOMA
- Effectiveness of influenza vaccination for children in Japan: Four-year observational study using a large-scale claims database
- (2018) Natsumi Shibata et al. VACCINE
- Use of Health Care Databases to Support Supplemental Indications of Approved Medications
- (2018) Michael Fralick et al. JAMA Internal Medicine
- Identifying the “Blip on the Radar Screen”: Leveraging Big Data in Defining Drug Safety and Efficacy in Pediatric Practice
- (2018) Michael L. Christensen et al. JOURNAL OF CLINICAL PHARMACOLOGY
- Anti-androgen monotherapy versus gonadotropin-releasing hormone agonists in men with advanced, non-metastatic prostate cancer: a register-based, observational study
- (2018) Frederik Birkebæk Thomsen et al. ACTA ONCOLOGICA
- New “21st Century Cures” Legislation
- (2017) Aaron S. Kesselheim et al. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION
- Reducing bias using propensity score matching
- (2017) Charity J. Morgan JOURNAL OF NUCLEAR CARDIOLOGY
- A GENERAL DOUBLE ROBUSTNESS RESULT FOR ESTIMATING AVERAGE TREATMENT EFFECTS
- (2017) Tymon Słoczyński et al. ECONOMETRIC THEORY
- Cardiovascular Safety of Tocilizumab Versus Tumor Necrosis Factor Inhibitors in Patients With Rheumatoid Arthritis: A Multi-Database Cohort Study
- (2017) Seoyoung C. Kim et al. Arthritis & Rheumatology
- Real-World Evidence — What Is It and What Can It Tell Us?
- (2016) Rachel E. Sherman et al. NEW ENGLAND JOURNAL OF MEDICINE
- Treatment Persistence and Discontinuation with Rivaroxaban, Dabigatran, and Warfarin for Stroke Prevention in Patients with Non-Valvular Atrial Fibrillation in the United States
- (2016) Craig I. Coleman et al. PLoS One
- Propensity scores for confounder adjustment when assessing the effects of medical interventions using nonexperimental study designs
- (2014) T. Stürmer et al. JOURNAL OF INTERNAL MEDICINE
- Selecting an Appropriate Caliper Can Be Essential for Achieving Good Balance With Propensity Score Matching
- (2013) Mark Lunt AMERICAN JOURNAL OF EPIDEMIOLOGY
- Prognostic score–based balance measures can be a useful diagnostic for propensity score methods in comparative effectiveness research
- (2013) Elizabeth A. Stuart et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- A tutorial on propensity score estimation for multiple treatments using generalized boosted models
- (2013) Daniel F. McCaffrey et al. STATISTICS IN MEDICINE
- A comparison of 12 algorithms for matching on the propensity score
- (2013) Peter C. Austin STATISTICS IN MEDICINE
- One-to-many propensity score matching in cohort studies
- (2012) Jeremy A. Rassen et al. PHARMACOEPIDEMIOLOGY AND DRUG SAFETY
- The performance of different propensity score methods for estimating marginal hazard ratios
- (2012) Peter C. Austin STATISTICS IN MEDICINE
- Doubly Robust Estimation of Causal Effects
- (2011) Michele Jonsson Funk et al. AMERICAN JOURNAL OF EPIDEMIOLOGY
- An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies
- (2011) Peter C. Austin MULTIVARIATE BEHAVIORAL RESEARCH
- Comparing paired vs non-paired statistical methods of analyses when making inferences about absolute risk reductions in propensity-score matched samples
- (2011) Peter C. Austin STATISTICS IN MEDICINE
- Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression
- (2010) Daniel Westreich et al. JOURNAL OF CLINICAL EPIDEMIOLOGY
- Optimal caliper widths for propensity-score matching when estimating differences in means and differences in proportions in observational studies
- (2010) Peter C. Austin PHARMACEUTICAL STATISTICS
- Matching Methods for Causal Inference: A Review and a Look Forward
- (2010) Elizabeth A. Stuart STATISTICAL SCIENCE
- The performance of different propensity-score methods for estimating differences in proportions (risk differences or absolute risk reductions) in observational studies
- (2010) Peter C. Austin STATISTICS IN MEDICINE
- Type I Error Rates, Coverage of Confidence Intervals, and Variance Estimation in Propensity-Score Matched Analyses
- (2009) Peter C Austin
- Improving propensity score weighting using machine learning
- (2009) Brian K. Lee et al. STATISTICS IN MEDICINE
- Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples
- (2009) Peter C. Austin STATISTICS IN MEDICINE
- The performance of different propensity-score methods for estimating relative risks
- (2008) Peter C. Austin JOURNAL OF CLINICAL EPIDEMIOLOGY
- Telmisartan, Ramipril, or Both in Patients at High Risk for Vascular Events
- (2008) NEW ENGLAND JOURNAL OF MEDICINE
- Evaluating uses of data mining techniques in propensity score estimation: a simulation study
- (2008) Soko Setoguchi et al. PHARMACOEPIDEMIOLOGY AND DRUG SAFETY
- A critical appraisal of propensity-score matching in the medical literature between 1996 and 2003
- (2007) Peter C. Austin STATISTICS IN MEDICINE
Find the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
SearchCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now