Artificial Intelligence (AI) has gained significant interest in healthcare and medicine, particularly in predicting health-related problems like diabetes, cardiovascular diseases, obesity, cancer, and pregnancy disorders. Prediction studies can be categorized into risk factor studies, prediction models studies, and prediction models impact studies. These studies aim to identify predictors, develop, Medical Data collection, validate, or improve prediction models for personalized patient care, and evaluate the impact of using these models.