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A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files
Research article (Physica Medica, 2020) · cited 11× · AI/ML
A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files
Summary
A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files is a scholarly article[1].
Key Facts
A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files's instance of is recorded as scholarly article[2].
References
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APA4ort.xyz Knowledge Graph. (2026). A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files. Retrieved May 24, 2026, from https://4ort.xyz/entity/a-machine-learning-based-framework-for-delivery-error-prediction-in-proton-pencil-beam-scanning-using-irradiation-log-fi
MLA“A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/a-machine-learning-based-framework-for-delivery-error-prediction-in-proton-pencil-beam-scanning-using-irradiation-log-fi.
BibTeX@misc{4ortxyz_a-machine-learning-based-framework-for-delivery-error-prediction-in-proton-pencil-beam-scanning-using-irradiation-log-fi_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files}}, year = {2026}, url = {https://4ort.xyz/entity/a-machine-learning-based-framework-for-delivery-error-prediction-in-proton-pencil-beam-scanning-using-irradiation-log-fi}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files — https://4ort.xyz/entity/a-machine-learning-based-framework-for-delivery-error-prediction-in-proton-pencil-beam-scanning-using-irradiation-log-fi (retrieved 2026-05-24)
