DAG-informed regression modelling, agent-based modelling and microsimulation modelling: a critical comparison of methods for causal inference

por Arnold, Kellyn F, Harrison, Wendy J, Heppenstall, Alison J, Gilthorpe, Mark S
Publicado 2019

A causal inference perspective on the analysis of compositional data

por Arnold, Kellyn F, Berrie, Laurie, Tennant, Peter W G, Gilthorpe, Mark S
Publicado 2020

Adjustment for energy intake in nutritional research: a causal inference perspective

por Tomova, Georgia D, Arnold, Kellyn F, Gilthorpe, Mark S, Tennant, Peter W G
Publicado 2021

Analyses of ‘change scores’ do not estimate causal effects in observational data

por Tennant, Peter W G, Arnold, Kellyn F, Ellison, George T H, Gilthorpe, Mark S
Publicado 2021

Reflection on modern methods: generalized linear models for prognosis and intervention—theory, practice and implications for machine learning

por Arnold, Kellyn F, Davies, Vinny, de Kamps, Marc, Tennant, Peter W G, Mbotwa, John, Gilthorpe, Mark S
Publicado 2020

Assessing spatiotemporal variability in SARS-CoV-2 infection risk for hospital workers using routinely-collected data

por Wilson-Aggarwal, Jared K., Gotts, Nick, Arnold, Kellyn, Spyer, Moira J., Houlihan, Catherine F., Nastouli, Eleni, Manley, Ed
Publicado 2023

Estimating the effects of lockdown timing on COVID-19 cases and deaths in England: A counterfactual modelling study

por Arnold, Kellyn F., Gilthorpe, Mark S., Alwan, Nisreen A., Heppenstall, Alison J., Tomova, Georgia D., McKee, Martin, Tennant, Peter W. G.
Publicado 2022

Time to reality check the promises of machine learning-powered precision medicine

por Wilkinson, Jack, Arnold, Kellyn F, Murray, Eleanor J, van Smeden, Maarten, Carr, Kareem, Sippy, Rachel, de Kamps, Marc, Beam, Andrew, Konigorski, Stefan, Lippert, Christoph, Gilthorpe, Mark S, Tennant, Peter W G
Publicado 2020

Use of directed acyclic graphs (DAGs) to identify confounders in applied health research: review and recommendations

por Tennant, Peter W G, Murray, Eleanor J, Arnold, Kellyn F, Berrie, Laurie, Fox, Matthew P, Gadd, Sarah C, Harrison, Wendy J, Keeble, Claire, Ranker, Lynsie R, Textor, Johannes, Tomova, Georgia D, Gilthorpe, Mark S, Ellison, George T H
Publicado 2020