Given that smoking has been associated with increased insulin resistance and higher rates of insulin requirement in GDM [32], for populations with higher background rates of pre-pregnancy smoking, this could be included in future iterations of this predictive model; locally, the South East London patient group has low, and falling, rates of smoking in pregnancy, and therefore, the inclusion of this as another variable would be unlikely to have additional benefit. Here, INS is linked to gestational diabetes.