To develop and validate predictive models of at least two adverse diabetes health outcomes in youth using heterogeneous clinical and operational data. To trial preventive interventions in at-risk youth and their families and evaluate if the combination of predictive models and preventative interventions can improve health outcomes for youth with type 1 diabetes.