output
20142025
most citedHow do dataset characteristics affect the performance of propensity score methods and regression for controlling confounding in observational studies? A simulation study

61 citations

Showing stat.MEShow all

5 papers · 1 filter

stat.ME2023★ 19 cited

How to develop, externally validate, and update multinomial prediction models

Celina K Gehringer, Glen P Martin, Ben Van Calster +3

Multinomial prediction models (MPMs) have a range of potential applications across healthcare where the primary outcome of interest has multiple nominal or ordinal categories. Howe…

stat.ME2023★ 4 cited

Risk-based decision making: estimands for sequential prediction under interventions

Kim Luijken, Paweł Morzywołek, Wouter van Amsterdam +14

Prediction models are used amongst others to inform medical decisions on interventions. Typically, individuals with high risks of adverse outcomes are advised to undergo an interve…

stat.ME2022★ 61 cited

How do dataset characteristics affect the performance of propensity score methods and regression for controlling confounding in observational studies? A simulation study

J. Wilkinson, M. A. Mamas, E. Kontopantelis

In observational studies, researchers must select a method to control for confounding. Options include propensity score methods and regression. It remains unclear how dataset chara…

stat.ME2020★ 1 cited

A scoping review of causal methods enabling predictions under hypothetical interventions

Lijing Lin, Matthew Sperrin, David A. Jenkins +2

Background and Aims: The methods with which prediction models are usually developed mean that neither the parameters nor the predictions should be interpreted causally. However, wh…

stat.ME2020★ 35 cited

Clinical Prediction Models to Predict the Risk of Multiple Binary Outcomes: a comparison of approaches

Glen P. Martin, Matthew Sperrin, Kym I. E. Snell +2

Clinical prediction models (CPMs) are used to predict clinically relevant outcomes or events. Typically, prognostic CPMs are derived to predict the risk of a single future outcome.…