A new AI framework has been developed to enhance the prediction of knee osteoarthritis features from MRIs, significantly improving prediction accuracy and enabling the analysis of pain progression. This research underscores the critical role of structural abnormalities in determining pain and functional outcomes in osteoarthritis patients.