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An introduction to inverse probability of treatment weighting in observational research
In this article we introduce the concept of inverse probability of treatment weighting (IPTW)
and describe how this method can be applied to adjust for measured confounding in …
and describe how this method can be applied to adjust for measured confounding in …
Leveraging external data in the design and analysis of clinical trials in neuro-oncology
Integration of external control data, with patient-level information, in clinical trials has the
potential to accelerate the development of new treatments in neuro-oncology by …
potential to accelerate the development of new treatments in neuro-oncology by …
Addressing extreme propensity scores via the overlap weights
The popular inverse probability weighting method in causal inference is often hampered by
extreme propensity scores, resulting in biased estimates and excessive variance. A common …
extreme propensity scores, resulting in biased estimates and excessive variance. A common …
Alternative approaches for confounding adjustment in observational studies using weighting based on the propensity score: a primer for practitioners
This report aims to provide methodological guidance to help practitioners select the most
appropriate weighting method based on propensity scores for their analysis out of many …
appropriate weighting method based on propensity scores for their analysis out of many …
Sex-associated molecular differences for cancer immunotherapy
Immune checkpoint blockade therapies have extended patient survival across multiple
cancer lineages, but there is a heated debate on whether cancer immunotherapy efficacy is …
cancer lineages, but there is a heated debate on whether cancer immunotherapy efficacy is …
Balancing covariates via propensity score weighting
Covariate balance is crucial for unconfounded descriptive or causal comparisons. However,
lack of balance is common in observational studies. This article considers weighting …
lack of balance is common in observational studies. This article considers weighting …
Comprehensive characterization of molecular differences in cancer between male and female patients
An individual's sex has been long recognized as a key factor affecting cancer incidence,
prognosis, and treatment responses. However, the molecular basis for sex disparities in …
prognosis, and treatment responses. However, the molecular basis for sex disparities in …
Propensity score weighting for causal inference with multiple treatments
Supplement to “Propensity score weighting for causal inference with multiple treatments”.
Supplement A: On Transitivity. We provide a detailed discussion on transitivity of the target …
Supplement A: On Transitivity. We provide a detailed discussion on transitivity of the target …
Forest fire probability map** in eastern Serbia: Logistic regression versus random forest method
Forest fire risk has increased globally during the previous decades. The Mediterranean
region is traditionally the most at risk in Europe, but continental countries like Serbia have …
region is traditionally the most at risk in Europe, but continental countries like Serbia have …
Left atrial fibrosis and risk of cerebrovascular and cardiovascular events in patients with atrial fibrillation
Background: Severity of left atrial (LA) fibrosis is a strong predictor of atrial fibrillation (AF)
ablation success and has been associated with a history of stroke, hypertension, and heart …
ablation success and has been associated with a history of stroke, hypertension, and heart …