Evaluation of a machine-learning algorithm for treatment planning in prostate low-dose-rate brachytherapy

A Nicolae, G Morton, H Chung, A Loblaw, S Jain… - International Journal of …, 2017 - Elsevier
Purpose This work presents the application of a machine learning (ML) algorithm to
automatically generate high-quality, prostate low-dose-rate (LDR) brachytherapy treatment …

[HTML][HTML] Conventional vs machine learning–based treatment planning in prostate brachytherapy: Results of a Phase I randomized controlled trial

A Nicolae, M Semple, L Lu, M Smith, H Chung… - Brachytherapy, 2020 - Elsevier
Purpose The purpose of this study was to evaluate the noninferiority of Day 30 dosimetry
between a machine learning–based treatment planning system for prostate low-dose-rate …

Development of a machine learning model for optimal applicator selection in high-dose-rate cervical brachytherapy

K Stenhouse, M Roumeliotis, P Ciunkiewicz… - Frontiers in …, 2021 - frontiersin.org
Purpose To develop and validate a preliminary machine learning (ML) model aiding in the
selection of intracavitary (IC) versus hybrid interstitial (IS) applicators for high-dose-rate …

Rapid treatment planning for low-dose-rate prostate brachytherapy with TP-GAN

TA Aleef, IT Spadinger, MD Peacock… - … Conference on Medical …, 2021 - Springer
Abstract Treatment planning in low-dose-rate prostate brachytherapy (LDR-PB) aims to
produce arrangement of implantable radioactive seeds that deliver a minimum prescribed …

Centre-specific autonomous treatment plans for prostate brachytherapy using cGANs

TA Aleef, IT Spadinger, MD Peacock… - International Journal of …, 2021 - Springer
Purpose In low-dose-rate prostate brachytherapy (LDR-PB), treatment planning is the
process of determining the arrangement of implantable radioactive sources that radiates the …

Initial clinical assessment of “center-specific” automated treatment plans for low-dose-rate prostate brachytherapy

ME Babadagli, J Doucette, N Usmani, J Amanie… - Brachytherapy, 2018 - Elsevier
Purpose To report results of an initial pilot study assessing iodine-125 prostate implant
treatment plans created automatically by a new seed-placement method. Methods and …

Knowledge-based brachytherapy planning based on primitive features computed from anatomical contour data

A Ravi, A Nicolae - US Patent 10,967,199, 2021 - Google Patents
US10967199B2 - Knowledge-based brachytherapy planning based on primitive features
computed from anatomical contour data - Google Patents US10967199B2 - Knowledge-based …

Information fusion for prostate brachytherapy planning

S Nouranian - 2016 - open.library.ubc.ca
Low-dose-rate prostate brachytherapy is a minimally invasive treatment approach for
localized prostate cancer. It takes place in one session by permanent implantation of several …