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Article History

Received: 22 September 2023

Accepted: 28 October 2024

First Online: 29 November 2024

Declarations

:

: Ethical approval was given by University of Warwick Biomedical and Scientific Research ethics Sub-committee for the study Predicting RTW class membership using Machine Learning (PRIMAL) REGO-2018-2186. Informed consent was obtained, from participants in the Inspiring Families, at the point of entry onto the programme for the University of Warwick to use depersonalised data obtained from participants.

: N/A.

: MU is chief investigator or co-investigator on multiple previous and current research grants from the UK National Institute for Health Research, Arthritis Research UK and is a co-investigator on grants funded by the Australian NHMRC and Norwegian MRC. He was an NIHR Senior Investigator until March 2021. He receives some salary support from University Hospitals Coventry and Warwickshire. He is a co-investigator on two current and one completed NIHR funded studies that are, of have had, additional support from Stryker Ltd. Until March 2020 he was an editor of the NIHR journal series, and a member of the NIHR Journal Editors Group, for which he received a fee. RF is Chief Investigator on a research grant from Norwegian Medical Research Council on return-to-work initiatives. RF & MU are shareholders and directors of a University of Warwick spinout company that provide data collection services for health services research. These services were not use in this study. GB declares no competing interests.