Whole-slide image (WSI) diagnosis requires identifying diagnostically relevant regions, examining them across magnifications, and integrating multi-scale evidence. However, most existing pathology benchmarks evaluate models on pre-cropped patches or pre-extracted slide features,…
Objective: ICD codes are central to reimbursement, research, and population health surveillance, yet automated coding systems often struggle to integrate diagnostic signals from both clinical narratives and structured electronic health record (EHR) variables. We evaluated whether…
From the perspective of children’s emotional behavior, this study constructs a multidimensional indicator framework—“spatial elements-spatial typologies-spatial color-emotion and behavior.” Integrating behavior mapping, we employ deep- and machine-learning models to quantify the…