Use of directed acyclic graphs (DAGs) to identify confounders in applied health research: review and recommendations
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
Published in International journal of epidemiology (17.05.2021)
Published in International journal of epidemiology (17.05.2021)
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Journal Article
A causal inference perspective on the analysis of compositional data
Arnold, Kellyn F, Berrie, Laurie, Tennant, Peter W G, Gilthorpe, Mark S
Published in International journal of epidemiology (01.08.2020)
Published in International journal of epidemiology (01.08.2020)
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Journal Article
Time to reality check the promises of machine learning-powered precision medicine
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
Published in The Lancet. Digital health (01.12.2020)
Published in The Lancet. Digital health (01.12.2020)
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Journal Article
Reflection on modern methods: generalized linear models for prognosis and intervention—theory, practice and implications for machine learning
Arnold, Kellyn F, Davies, Vinny, de Kamps, Marc, Tennant, Peter W G, Mbotwa, John, Gilthorpe, Mark S
Published in International journal of epidemiology (23.01.2021)
Published in International journal of epidemiology (23.01.2021)
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Journal Article
Estimating the effects of lockdown timing on COVID-19 cases and deaths in England: A counterfactual modelling study
Arnold, Kellyn F, Gilthorpe, Mark S, Alwan, Nisreen A, Heppenstall, Alison J, Tomova, Georgia D, McKee, Martin, Tennant, Peter W G
Published in PloS one (14.04.2022)
Published in PloS one (14.04.2022)
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Journal Article
Analyses of ‘change scores’ do not estimate causal effects in observational data
Tennant, Peter W G, Arnold, Kellyn F, Ellison, George T H, Gilthorpe, Mark S
Published in International journal of epidemiology (13.10.2022)
Published in International journal of epidemiology (13.10.2022)
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Journal Article
Depicting deterministic variables within directed acyclic graphs (DAGs): An aid for identifying and interpreting causal effects involving derived variables and compositional data
Berrie, Laurie, Arnold, Kellyn F, Tomova, Georgia D, Gilthorpe, Mark S, Tennant, Peter W G
Published in American journal of epidemiology (24.06.2024)
Published in American journal of epidemiology (24.06.2024)
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Journal Article
DAG-informed regression modelling, agent-based modelling and microsimulation modelling: a critical comparison of methods for causal inference
Arnold, Kellyn F, Harrison, Wendy J, Heppenstall, Alison J, Gilthorpe, Mark S
Published in International journal of epidemiology (01.02.2019)
Published in International journal of epidemiology (01.02.2019)
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Journal Article
Reply to WC Willett et al
Tomova, Georgia D, Arnold, Kellyn F, Gilthorpe, Mark S, Tennant, Peter W G
Published in The American journal of clinical nutrition (04.08.2022)
Published in The American journal of clinical nutrition (04.08.2022)
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Journal Article
OP112 Depicting deterministic variables within directed acyclic graphs (DAGs): An aid for identifying and interpreting causal effects involving compositional data and composite variables
Berrie, Laurie, Arnold, Kellyn F, Tomova, Georgia D, Gilthorpe, Mark S, Tennant, Peter WG
Published in Journal of epidemiology and community health (1979) (01.08.2023)
Published in Journal of epidemiology and community health (1979) (01.08.2023)
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Journal Article
Re: Adjustment for energy intake in nutritional research: a causal inference perspective \Reply to WC Willett et al
Willett, Walter C, Stampfer, Meir, Tobias, Deirdre K, Tomova, Georgia D, Arnold, Kellyn F, Gilthorpe, Mark S, Tennant, Peter W G
Published in The American journal of clinical nutrition (01.08.2022)
Published in The American journal of clinical nutrition (01.08.2022)
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Journal Article
Estimating the effects of lockdown timing on COVID-19 cases and deaths in England: A counterfactual modelling study
Kellyn F Arnold, Mark S Gilthorpe, Nisreen A Alwan, Alison J Heppenstall, Georgia D Tomova, Martin McKee, Peter W G Tennant
Published in PloS one (01.01.2022)
Published in PloS one (01.01.2022)
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Journal Article
Depicting deterministic variables within directed acyclic graphs (DAGs): An aid for identifying and interpreting causal effects involving tautological associations, compositional data, and composite variables
Berrie, Laurie, Arnold, Kellyn F, Tomova, Georgia D, Gilthorpe, Mark S, Tennant, Peter W. G
Year of Publication 23.11.2022
Year of Publication 23.11.2022
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Journal Article
Lord's 'paradox' explained: the 50-year warning on the use of 'change scores' in observational data
Tennant, Peter W. G, Tomova, Georgia D, Murray, Eleanor J, Arnold, Kellyn F, Fox, Matthew P, Gilthorpe, Mark S
Year of Publication 03.02.2023
Year of Publication 03.02.2023
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Journal Article
Analyses of 'change scores' do not estimate causal effects in observational data
Tennant, Peter W. G, Arnold, Kellyn F, Ellison, George T. H, Gilthorpe, Mark S
Year of Publication 05.07.2019
Year of Publication 05.07.2019
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Journal Article
Depicting deterministic variables within directed acyclic graphs (DAGs): An aid for identifying and interpreting causal effects involving tautological associations, compositional data, and composite variables
Berrie, Laurie, Arnold, Kellyn F, Tomova, Georgia D, Gilthorpe, Mark S, Tennant, Peter W G
Published in arXiv.org (03.02.2023)
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Published in arXiv.org (03.02.2023)
Paper
Generalised linear models for prognosis and intervention: Theory, practice, and implications for machine learning
Arnold, Kellyn F, Davies, Vinny, de Kamps, Marc, Tennant, Peter W. G, Mbotwa, John, Gilthorpe, Mark S
Year of Publication 03.06.2019
Year of Publication 03.06.2019
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Journal Article