Methods and apparatus for controlling treatment delivery using reinforcement learning

EH Kuusela, S Basiri, E Czeizler, MO Hakala… - US Patent …, 2023 - Google Patents
Methods and systems are provided which relate to the planning and delivery of radiation
treatments by modalities which involve moving a radiation source along a trajectory relative …

Artificial intelligence modeling to suggest field geometry templates

M Hakala, E Kuusela, E Czeizler, S Basiri - US Patent 12,080,402, 2024 - Google Patents
Embodiments described herein provide for recommending radiotherapy treatment attributes.
A machine learning model predicts the preference of a medical professional and provides …

Methods and apparatus for controlling treatment delivery using reinforcement learning

EH Kuusela, S Basiri, E Czeizler, MO Hakala… - US Patent …, 2024 - Google Patents
Methods and systems are provided which relate to the planning and delivery of radiation
treatments by modalities which involve moving a radiation source along a trajectory relative …

Alert generation based on a cognitive state and a physical state

F Lu, PR Bastide, I Rajendrababu… - US Patent …, 2022 - Google Patents
Provided are techniques for alert generation based on a cognitive state and a physical state.
Wearables data, text communications, voice communications, and images of a caregiver …