Fig. 5: Illustration of ToolAgent workflow for automated SPARCC scoring.
From: Early diagnosis of axial spondyloarthritis in primary care using multi-agent systems
This figure illustrates the operational workflow of the ToolAgent within the SpAgents system, designed to enhance the diagnosis of axSpA through automated SPARCC scoring. The process begins with image preprocessing of the patient’s MRI data, followed by segmentation of the region of interest within the sacroiliac joints using a 3D U-Net model. Subsequently, it performs bone marrow edema classification and quantification, generating comprehensive SPARCC scores based on the processed images.
