Fig. 2.  Selection process for candidate diagnostic codes (D-code). Covariate candidates are made consistent across all years in the dataset and then coded into covariates based on Average Annual Incidence (AAI) criteria. ICD-9-CM = International Classification of Diseases, Ninth Revision, Clinical Modification.