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[HTML][HTML] Quality assurance for AI-based applications in radiation therapy
Recent advancements in artificial intelligence (AI) in the domain of radiation therapy (RT)
and their integration into modern software-based systems raise new challenges to the …
and their integration into modern software-based systems raise new challenges to the …
Plan quality in radiotherapy treatment planning–Review of the factors and challenges
A high‐quality treatment plan aims to best achieve the clinical prescription, balancing high
target dose to maximise tumour control against sufficiently low organ‐at‐risk dose for …
target dose to maximise tumour control against sufficiently low organ‐at‐risk dose for …
[HTML][HTML] A joint ESTRO and AAPM guideline for development, clinical validation and reporting of artificial intelligence models in radiation therapy
Abstract Background and purpose Artificial Intelligence (AI) models in radiation therapy are
being developed with increasing pace. Despite this, the radiation therapy community has not …
being developed with increasing pace. Despite this, the radiation therapy community has not …
Generating deliverable DICOM RT treatment plans for prostate VMAT by predicting MLC motion sequences with an encoder‐decoder network
Background Deep learning‐based auto‐planning is an active research field; however, for
some tasks a treatment planning system (TPS) is still required. Purpose To introduce a deep …
some tasks a treatment planning system (TPS) is still required. Purpose To introduce a deep …
[HTML][HTML] A multicentre evaluation of dosiomics features reproducibility, stability and sensitivity
L Placidi, E Gioscio, C Garibaldi, T Rancati, A Fanizzi… - Cancers, 2021 - mdpi.com
Simple Summary Dosiomics is born directly as an extension of radiomics: it entails extracting
features from the patients' three-dimensional (3D) radiotherapy dose distribution rather than …
features from the patients' three-dimensional (3D) radiotherapy dose distribution rather than …
[HTML][HTML] Plan quality assessment in clinical practice: Results of the 2020 ESTRO survey on plan complexity and robustness
LP Kaplan, L Placidi, A Bäck, R Canters… - Radiotherapy and …, 2022 - Elsevier
Purpose Plan complexity and robustness are two essential aspects of treatment plan quality
but there is a great variability in their management in clinical practice. This study reports the …
but there is a great variability in their management in clinical practice. This study reports the …
Robustness evaluation of pencil beam scanning proton therapy treatment planning: A systematic review
Compared to conventional radiotherapy using X-rays, proton therapy, in principle, allows
better conformity of the dose distribution to target volumes, at the cost of greater sensitivity to …
better conformity of the dose distribution to target volumes, at the cost of greater sensitivity to …
Multi‐institutional investigation into the robustness of intra‐cranial multi‐target stereotactic radiosurgery plans to delivery errors
Background The use of modulated techniques for intra‐cranial stereotactic radiosurgery
(SRS) results in highly modulated fields with small apertures, which may be susceptible to …
(SRS) results in highly modulated fields with small apertures, which may be susceptible to …
[HTML][HTML] Artificial Intelligence–Based Autosegmentation: Advantages in Delineation, Absorbed Dose-Distribution, and Logistics
GR Sarria, F Kugel, F Roehner, J Layer… - Advances in Radiation …, 2024 - Elsevier
Purpose The study's purpose was to compare the performance of artificial intelligence (AI) in
auto-contouring compared with a human practitioner in terms of precision, differences in …
auto-contouring compared with a human practitioner in terms of precision, differences in …
[HTML][HTML] Updating a clinical Knowledge-Based Planning prediction model for prostate radiotherapy
Background and purpose Clinical knowledge-based planning (KBP) models dedicated to
prostate radiotherapy treatment may require periodical updates to remain relevant and to …
prostate radiotherapy treatment may require periodical updates to remain relevant and to …