An introduction to inverse probability of treatment weighting in observational research

NC Chesnaye, VS Stel, G Tripepi… - Clinical Kidney …, 2022 - academic.oup.com
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 …

[HTML][HTML] Propensity score matching with R: conventional methods and new features

QY Zhao, JC Luo, Y Su, YJ Zhang… - Annals of translational …, 2021 - ncbi.nlm.nih.gov
It is increasingly important to accurately and comprehensively estimate the effects of
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

CT Rentsch, JA Beckman, L Tomlinson, WF Gellad… - Bmj, 2021 - bmj.com
Objective To evaluate whether early initiation of prophylactic anticoagulation compared with
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

MH Bjørk, H Zoega, MK Leinonen, JM Cohen… - JAMA …, 2022 - jamanetwork.com
Importance Women with epilepsy frequently need antiseizure medication (ASM) to prevent
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

CT Bramante, NE Ingraham, TA Murray… - The Lancet Healthy …, 2021 - thelancet.com
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 …

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 …

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 …

Optimal transport for treatment effect estimation

H Wang, J Fan, Z Chen, H Li, W Liu… - Advances in …, 2024 - proceedings.neurips.cc
Estimating individual treatment effects from observational data is challenging due to
treatment selection bias. Prevalent methods mainly mitigate this issue by aligning different …

Why propensity scores should not be used for matching

G King, R Nielsen - Political analysis, 2019 - cambridge.org
We show that propensity score matching (PSM), an enormously popular method of
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 …