Abstract: Methods and systems are provided for a ventilation system. In one example, a method includes obtaining one or more patient ventilation parameter images of a patient with the ventilation system while the patient is undergoing mechanical ventilation; obtaining one or more reference ventilation parameter images; processing, with at least one comparison model, each patient ventilation parameter image and each reference ventilation parameter image to characterize at least one feature in each patient ventilation parameter image and each reference ventilation parameter image, including converting each patient ventilation parameter image and each reference ventilation parameter image to a binary mask; identifying, based on of the at least one feature, a deviation between a patient ventilation parameter image and a corresponding reference ventilation parameter image; and in response to the identifying, outputting a notification that indicates the deviation.

Abstract: Various systems and methods are provided for generating and editing of medical reports and records using artificial intelligence (AI) assistance. An intelligent medical reporting tool may edit medical materials such as electronic medical records, medical reports, and treatment plans. The intelligent medical reporting tool can provide edit recommendations and suggested additions to medical materials to a user of the tool. Edit recommendations and suggested additions may be related to contradictions, incompleteness, clarity, and clinical guidelines.