1. Department of Mathematics, University of Manchester, Manchester UK
2. IBM Research, Hartree Centre, Daresbury UK
3. The Alan Turing Institute for Data Science and Artificial Intelligence, London UK
4. Nuffield Department of Medicine, University of Oxford, Oxford UK
5. The National Institute for Health Research Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance at the University of Oxford, Oxford UK
6. Health Economics Research Centre, Nuffield Department of Population Health, University of Oxford, , Oxford UK
7. The DataLab, Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford UK
8. Data Science Campus, Office for National Statistics (ONS)
9. Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene and Tropical Medicine, London UK
10. The National Institute for Health Research Oxford Biomedical Research Centre, University of Oxford, Oxford UK
11. MRC Clinical Trials Unit at UCL, UCL, London UK