1. Asthma UK Centre for Applied Research, Centre for Medical Informatics, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, EH8 9AG, UK
2. Division of General Internal Medicine and Primary Care, Brigham and Women’s Hospital, Boston, MA 02120, USA
3. Department of Medicine, Harvard Medical School, Boston, MA 02115, USA