Significance: Postoperative Pressure Injuries (PIs) present unique risks, requiring dedicated research for accurate assessment. Despite the increasing number of Intraoperative Acquired Pressure Injury (IAPI) prediction models, their risk of bias and clinical applicability remains unclear.