Knowledge‐based planning for intensity‐modulated radiation therapy: A review of data‐driven approaches
Medical Physics2019Vol. 46(6), pp. 2760–2775
Citations Over TimeTop 1% of 2019 papers
Abstract
The number of KBP-related studies has been steadily increasing since 2011 indicating a growing interest in applying this approach to clinical applications. Validation studies have generally shown KBP to produce plans with quality comparable to expert planners while reducing the time and efforts to generate plans. However, current studies are mostly retrospective and leverage relatively small datasets. Larger datasets collected through multi-institutional collaboration will enable the development of more advanced models to further improve the performance of KBP in complex clinical cases. Prospective studies will be an important next step toward widespread adoption of this exciting technology.
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