Clinically validated deep learning auto-contouring for glioblastoma volumetric modulated arc therapy planning: a dosimetric equivalence study. [PDF]
Hamzaoui O +5 more
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Automated fluence optimization in breast cancer radiotherapy: balancing dosimetric quality, organ-at-risk sparing, and workflow efficiency. [PDF]
Choi YE, Shin HB, Sung K.
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An efficient automated approach for accumulated dose estimation in prostate cancer radiotherapy. [PDF]
Grohmann M +7 more
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Evaluation of deliverable dose-mimicking automated volumetric arc radiation therapy planning for stage III non-small cell lung cancer patients: comparison with a commercial DVH-predicted automated planning system. [PDF]
Nakajima T +9 more
europepmc +1 more source
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Automated and Clinically Optimal Treatment Planning for Cancer Radiotherapy
INFORMS Journal on Applied Analytics, 2022Each year, approximately 18 million new cancer cases are diagnosed worldwide, and about half must be treated with radiotherapy. A successful treatment requires treatment planning with the customization of penetrating radiation beams to sterilize cancerous cells without harming nearby normal organs and tissues. This process currently involves extensive
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A Practical Procedure for Automating Radiation Treatment Planning
The British Journal of Radiology, 1961A simple method for the translation of isodose graphs into numerical grids is described and the use of these grids for automatic dose computation of multiple field treatments is demonstrated. Details of the preparations of grid values, I.B.M. cards, and programme for one particular computer are given in detail.
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Automated Diagnosis and Treatment Planning for Craniofacial Pain
Journal of Dental Research, 1974Automated models are used to classify and to plan treatments for patients with craniofacial pain. The clinical data used in the construction of the diagnostic and treatment planning models are discussed. Validation results are presented and applications of the models are considered.
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Automated Radiotherapy Treatment Planning
Seminars in Radiation Oncology, 2019The "treatment planning" component of managing a radiotherapy patient currently consumes hours, even days, of human effort. The time and workforce demands of the current planning paradigm can expose patients to delays and potentially substandard treatments, all while standing as seemingly insurmountable roadblocks to adaptive radiotherapy.
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Automated planning of ablation targets in atrial fibrillation treatment
SPIE Proceedings, 2011Catheter based radio-frequency ablation is used as an invasive treatment of atrial fibrillation. This procedure is often guided by the use of 3D anatomical models obtained from CT, MRI or rotational angiography. During the intervention the operator accurately guides the catheter to prespecified target ablation lines. The planning stage, however, can be
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