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TextGrad automates outer-loop tuning for radiotherapy planning by treating treatment plan parameters as differentiable variables. The system uses gradient-based optimization to refine planning objectives without manual adjustment. This approach reduces the need for human expert tuning in clinical radiotherapy workflows.
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