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Ranking radiotherapy treatment plans using decision-analytic and heuristic techniques.

机译:使用决策分析和启发式技术对放疗计划进行排名。

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摘要

Radiotherapy treatment optimization is done by generating a set of tentative treatment plans, evaluating them and selecting the plan closest to achieving a set of conflicting treatment objectives. The evaluation of potential plans involves making tradeoffs among competing possible outcomes. Multiattribute decision theory provides a framework for specifying such tradeoffs and using them to select optimal actions. Using these concepts, we have developed a plan-ranking model which ranks a set of tentative treatment plans from best to worst. Heuristics are used to refine this model so that it reflects the clinical condition of the patient being treated and the practice preferences of the physician prescribing the treatment. A figure of merit is computed for each tentative plan, and is used to rank the plans. The approach described is very general and can be used for other medical domains having similar characteristics. The figure of merit can also be used as an objective function by computer programs that attempt to automatically generate an optimal treatment plan.
机译:通过生成一组暂定治疗计划,对其进行评估并选择最接近实现一组相互矛盾的治疗目标的计划来完成放射治疗的优化。对潜在计划的评估涉及在相互竞争的可能结果之间进行权衡。多属性决策理论提供了一个框架,用于指定此类折衷并使用它们来选择最佳行动。使用这些概念,我们开发了一个计划排名模型,该模型将一组暂定的治疗计划从最佳到最坏进行排名。启发式方法用于完善此模型,以便它反映出所治疗患者的临床状况以及开处方的医师的实践偏爱。为每个临时计划计算一个品质因数,并将其用于对计划进行排名。所描述的方法非常笼统,可用于具有类似特征的其他医学领域。品质因数也可以由试图自动生成最佳治疗计划的计算机程序用作目标功能。

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