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Deep learning-based optimization of field geometry for total marrow irradiation delivered with volumetric modulated arc therapy.

Nicola LambriGiorgio LongariDaniele LoiaconoRicardo Coimbra BriosoLeonardo CrespiCarmela GaldieriFrancesca LobefaloGiacomo ReggioriRoberto RusconiStefano TomatisLuisa BelluStefania BramantiElena ClericiChiara De PhilippisDamiano DeiPierina NavarriaCarmello Carlo-StellaCiro FranzeseMarta ScorsettiPietro Mancosu
Published in: Medical physics (2024)
The generated field geometries were clinically acceptable and adequate, even for an MP with high level of expertise in TMI/TMLI. Incorporating the knowledge of the MPs into the development cycle was crucial for optimizing the models, especially in this scenario with limited data.
Keyphrases
  • deep learning
  • healthcare
  • electronic health record
  • big data
  • artificial intelligence
  • machine learning
  • convolutional neural network
  • stem cells
  • radiation therapy
  • smoking cessation
  • replacement therapy