Acknowledgements

 

The authors thank the wider Improvement Analytics Unit team, which included Charlene Allen, Sarah Blundell, Richard Brine, Martin Caunt, Geraldine Clarke, Stefano Conti, Caroline Gori, Carlotta Greci, Creina Lilburne, Therese Lloyd, Filipe Santos, Florence Starr, and Emma Vestesson.

The Improvement Analytics Unit reports to an oversight group and has established a technical advisory group. The authors are grateful to members of these groups for their support and advice, as well as to Andrea Brown, Siobhan Brown and Melody Price from NHS Northumberland CCG, and Alastair Beattie and Dr Mike Guy from Northumbria Healthcare NHS Foundation Trust, for their continued support.

Errors or omissions remain the responsibility of the authors alone.

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