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Initial BMI, weight gain, nationality, family history of diabetes or previous diabetes-related pregnancy complications were associated with pregnancy complications or adverse outcomes. We identified factors to be targeted for preventing GDM complications. Further efforts should be directed at post-partum. We identified factors to be targeted for preventing GDM complications. Further efforts should be directed at post-partum. To examine and forecast the patterns of diabetes prevalence in synergy with obesity. Prophet models were employ