Dldss -121 -

Figure 1 depicts the overall pipeline of DLDSS‑121. The system consists of four interconnected modules:

All public datasets are used under their respective licenses; the internal dataset was de‑identified in compliance with HIPAA and approved by the Institutional Review Board (IRB). dldss -121

| Dataset | Modality | #Studies | Labels | Split | |---|---|---|---|---| | NIH ChestX‑ray14 | X‑ray | 112,120 | 14 disease tags | 70/15/15 | | LUNA16 | CT (lung) | 888 | Nodule bounding boxes | 80/10/10 | | BraTS‑2021 | MRI (brain) | 2,040 | Tumor sub‑regions (WT, TC, ET) | 70/15/15 | | Hospital‑A (internal) | Multi‑modal | 4,560 | Radiology reports + structured EMR | 80/10/10 | Figure 1 depicts the overall pipeline of DLDSS‑121