Commercial systems such as , Zebra Medical Vision , and Viz.ai provide AI‑driven alerts but often rely on single‑task models and lack explainability. Academic efforts (e.g., DeepRadiology , Lee et al., 2020) integrate multi‑task learning but typically omit a reasoning layer that can incorporate patient‐specific information.
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