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 …
[HTML][HTML] Propensity score matching with R: conventional methods and new features
It is increasingly important to accurately and comprehensively estimate the effects of
particular clinical treatments. Although randomization is the current gold standard …
particular clinical treatments. Although randomization is the current gold standard …
Early initiation of prophylactic anticoagulation for prevention of coronavirus disease 2019 mortality in patients admitted to hospital in the United States: cohort study
Objective To evaluate whether early initiation of prophylactic anticoagulation compared with
no anticoagulation was associated with decreased risk of death among patients admitted to …
no anticoagulation was associated with decreased risk of death among patients admitted to …
Association of prenatal exposure to antiseizure medication with risk of autism and intellectual disability
Importance Women with epilepsy frequently need antiseizure medication (ASM) to prevent
seizures in pregnancy. Risk of neurodevelopmental disorders after prenatal exposure to …
seizures in pregnancy. Risk of neurodevelopmental disorders after prenatal exposure to …
Metformin and risk of mortality in patients hospitalised with COVID-19: a retrospective cohort analysis
Background Type 2 diabetes and obesity, as states of chronic inflammation, are risk factors
for severe COVID-19. Metformin has cytokine-reducing and sex-specific immunomodulatory …
for severe COVID-19. Metformin has cytokine-reducing and sex-specific immunomodulatory …
Statistical primer: propensity score matching and its alternatives
U Benedetto, SJ Head, GD Angelini… - European Journal of …, 2018 - academic.oup.com
Propensity score (PS) methods offer certain advantages over more traditional regression
methods to control for confounding by indication in observational studies. Although …
methods to control for confounding by indication in observational studies. Although …
Association between wait time and 30-day mortality in adults undergoing hip fracture surgery
D Pincus, B Ravi, D Wasserstein, A Huang… - Jama, 2017 - jamanetwork.com
Importance Although wait times for hip fracture surgery have been linked to mortality and are
being used as quality-of-care indicators worldwide, controversy exists about the duration of …
being used as quality-of-care indicators worldwide, controversy exists about the duration of …
Optimal transport for treatment effect estimation
Estimating individual treatment effects from observational data is challenging due to
treatment selection bias. Prevalent methods mainly mitigate this issue by aligning different …
treatment selection bias. Prevalent methods mainly mitigate this issue by aligning different …
Why propensity scores should not be used for matching
We show that propensity score matching (PSM), an enormously popular method of
preprocessing data for causal inference, often accomplishes the opposite of its intended …
preprocessing data for causal inference, often accomplishes the opposite of its intended …
Cytoreductive surgery with or without hyperthermic intraperitoneal chemotherapy for gastric cancer with peritoneal metastases (CYTO-CHIP study): a propensity score …
PE Bonnot, G Piessen, V Kepenekian… - Journal of Clinical …, 2019 - ascopubs.org
PURPOSE Gastric cancer (GC) with peritoneal metastases (PMs) is a poor prognostic
evolution. Cytoreductive surgery (CRS) yields promising results, but the impact of …
evolution. Cytoreductive surgery (CRS) yields promising results, but the impact of …