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Deep learning and atlas-based models to streamline the segmentation workflow of total marrow and lymphoid irradiation

Radiologia medica, 2024-03, Vol.129 (3), p.515-523

2024

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Twenty Years of Advancements in a Radiotherapy Facility: Clinical Protocols, Technology, and Management

Current oncology (Toronto), 2023-07, Vol.30 (7), p.7031-7042

2023

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Optimization of Replanning Processes for Volumetric Modulated Arc Therapy Plans at Risk of QA Failure Predicted by a Machine Learning Model

Applied sciences, 2024-07, Vol.14 (14), p.6103

2024

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Impact of the Extremities Positioning on the Set-Up Reproducibility for the Total Marrow Irradiation Treatment

Current oncology (Toronto), 2023-04, Vol.30 (4), p.4067-4077

2023

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Machine learning and lean six sigma for targeted patient-specific quality assurance of volumetric modulated arc therapy plans

Physics and imaging in radiation oncology, 2024-07, Vol.31, p.100617, Article 100617

2024

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2523: Deep Learning Segmentation of Lymph Node Segmentation for Adaptive Radiotherapy using nnU-Net

Radiotherapy and oncology, 2024-05, Vol.194, p.S3109-S3112

2024

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2765: Total Marrow Irradiation: Impact of reduced CT-to-delivery time on dose and positioning accuracy

Radiotherapy and oncology, 2024-05, Vol.194, p.S5609-S5611

2024

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Applications of artificial intelligence in stereotactic body radiation therapy

Physics in medicine & biology, 2022-08, Vol.67 (16), p.16

2022

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2747: Visual coach to improve treatment of deep inspiration breath hold for left breast patients

Radiotherapy and oncology, 2024-05, Vol.194, p.S5607-S5609

2024

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745: whole body MRI for contouring of total marrow and lymph node irradiation

Radiotherapy and oncology, 2024-05, Vol.194, p.S1136-S1138

2024

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2736: Evaluatuon of rescaling of dose matrix’s voxels for BED and EQD2 in prostate cancer treatment

Radiotherapy and oncology, 2024-05, Vol.194, p.S2970-S2973

2024

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2373: The role of RTTs in replanning and immobilization for head&neck cancer patients undergoing VMAT

Radiotherapy and oncology, 2024-05, Vol.194, p.S5578-S5580

2024

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Developing an ensemble machine learning study: Insights from a multi-center proof-of-concept study

PloS one, 2024-09, Vol.19 (9), p.e0303217

2024

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2828: Dosimetric and clinical impact of non-linear 8-bit CT resampling to enhance synthetic-CT generation

Radiotherapy and oncology, 2024-05, Vol.194, p.S3448-S3452

2024

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2729: Machine learning model for patient-specific QA prediction in stereotactic radiosurgery

Radiotherapy and oncology, 2024-05, Vol.194, p.S4557-S4559

2024

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2743: Machine learning-aided automatable replanning tool to enhance deliverability in modulated RT plans

Radiotherapy and oncology, 2024-05, Vol.194, p.S4560-S4562

2024

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822: Deep learning-based optimization of field geometry for total marrow irradiation delivered with VMAT

Radiotherapy and oncology, 2024-05, Vol.194, p.S4440-S4443

2024

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Multicentric evaluation of a machine learning model to streamline the radiotherapy patient specific quality assurance process

Physica medica, 2023-06, Vol.110, p.102593-102593, Article 102593

2023

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

Medical physics (Lancaster), 2024-06, Vol.51 (6), p.4402-4412

2024

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Automatic planning of the lower extremities for total marrow irradiation using volumetric modulated arc therapy

Strahlentherapie und Onkologie, 2023-04, Vol.199 (4), p.412-419

2023

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Ensemble Methods for Multi-Organ Segmentation in CT series

2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS), 2023, p.505-510

2023

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Robust machine learning challenge: An AIFM multicentric competition to spread knowledge, identify common pitfalls and recommend best practice

Physica medica, 2024-11, Vol.127, p.104834, Article 104834

2024

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Evaluation of plan complexity and dosimetric plan quality of total marrow and lymphoid irradiation using volumetric modulated arc therapy

Journal of applied clinical medical physics, 2023-06, Vol.24 (6), p.e13931-n/a

2023

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Segmentation of Planning Target Volume in CT Series for Total Marrow Irradiation Using U-Net

2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS), 2023, p.477-482

2023

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Enhancing Radiotherapy Workflow for Head and Neck Cancer with Artificial Intelligence: A Systematic Review

Journal of personalized medicine, 2023-06, Vol.13 (6), p.946

2023

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Deep learning and atlas-based models to streamline the segmentation workflow of total marrow and lymphoid irradiation

Twenty Years of Advancements in a Radiotherapy Facility: Clinical Protocols, Technology, and Management

Optimization of Replanning Processes for Volumetric Modulated Arc Therapy Plans at Risk of QA Failure Predicted by a Machine Learning Model

Impact of the Extremities Positioning on the Set-Up Reproducibility for the Total Marrow Irradiation Treatment

Machine learning and lean six sigma for targeted patient-specific quality assurance of volumetric modulated arc therapy plans

2523: Deep Learning Segmentation of Lymph Node Segmentation for Adaptive Radiotherapy using nnU-Net

2765: Total Marrow Irradiation: Impact of reduced CT-to-delivery time on dose and positioning accuracy

Applications of artificial intelligence in stereotactic body radiation therapy

2747: Visual coach to improve treatment of deep inspiration breath hold for left breast patients

745: whole body MRI for contouring of total marrow and lymph node irradiation

2736: Evaluatuon of rescaling of dose matrix’s voxels for BED and EQD2 in prostate cancer treatment

2373: The role of RTTs in replanning and immobilization for head&neck cancer patients undergoing VMAT

Developing an ensemble machine learning study: Insights from a multi-center proof-of-concept study

2828: Dosimetric and clinical impact of non-linear 8-bit CT resampling to enhance synthetic-CT generation

2729: Machine learning model for patient-specific QA prediction in stereotactic radiosurgery

2743: Machine learning-aided automatable replanning tool to enhance deliverability in modulated RT plans

822: Deep learning-based optimization of field geometry for total marrow irradiation delivered with VMAT

Multicentric evaluation of a machine learning model to streamline the radiotherapy patient specific quality assurance process

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

Automatic planning of the lower extremities for total marrow irradiation using volumetric modulated arc therapy

Ensemble Methods for Multi-Organ Segmentation in CT series

Robust machine learning challenge: An AIFM multicentric competition to spread knowledge, identify common pitfalls and recommend best practice

Evaluation of plan complexity and dosimetric plan quality of total marrow and lymphoid irradiation using volumetric modulated arc therapy

Segmentation of Planning Target Volume in CT Series for Total Marrow Irradiation Using U-Net

Enhancing Radiotherapy Workflow for Head and Neck Cancer with Artificial Intelligence: A Systematic Review

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