Dataset Open Access

Data publication: Deep learning for dose-averaged linear energy transfer estimation in pencil-beam scanning and double scattering proton plans with uncertainty-aware external validation

Kieslich, Aaron Markus; Singh, Yerik; Palkowitsch, Martina; Starke, Sebastian; Hennings, Fabian; Troost, Esther Gera Cornelia; Krause, Mechthild; Bensberg, Jona; Lühr, Armin; Heinzelmann, Feline; Bäumer, Christian; Timmermann, Beate; Depauw, Nicolas; Shih, Helen A.; Löck, Steffen

MARC21 XML Export

<?xml version='1.0' encoding='UTF-8'?>
<record xmlns="http://www.loc.gov/MARC21/slim">
  <leader>00000nmm##2200000uu#4500</leader>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Singh, Yerik</subfield>
    <subfield code="u">Institute for Medical Information Processing, Biometry, and Epidemiology, Ludwig-Maximilians-Universität München, München, Germany</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Palkowitsch, Martina</subfield>
    <subfield code="0">(orcid)0009-0009-7420-208X</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Starke, Sebastian</subfield>
    <subfield code="0">(orcid)0000-0001-5007-1868</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Hennings, Fabian</subfield>
    <subfield code="0">(orcid)0000-0003-3988-4272</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Troost, Esther Gera Cornelia</subfield>
    <subfield code="0">(orcid)0000-0001-9550-9050</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Krause, Mechthild</subfield>
    <subfield code="0">(orcid)0000-0003-1776-9556</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Bensberg, Jona</subfield>
    <subfield code="u">TU Dortmund University, Department of Physics, Dortmund, Germany</subfield>
    <subfield code="0">(orcid)0000-0003-0851-9176</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Lühr, Armin</subfield>
    <subfield code="u">TU Dortmund University, Department of Physics, Dortmund, Germany</subfield>
    <subfield code="0">(orcid)0000-0002-9450-6859</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Heinzelmann, Feline</subfield>
    <subfield code="u">West German Proton Therapy Center Essen (WPE), University Hospital Essen, Essen, Germany</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Bäumer, Christian</subfield>
    <subfield code="u">TU Dortmund University, Department of Physics, Dortmund, Germany</subfield>
    <subfield code="0">(orcid)0000-0003-0512-1146</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Timmermann, Beate</subfield>
    <subfield code="u">West German Proton Therapy Center Essen (WPE), University Hospital Essen, Essen, Germany</subfield>
    <subfield code="0">(orcid)0000-0003-2274-2008</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Depauw, Nicolas</subfield>
    <subfield code="u">Department of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States</subfield>
    <subfield code="0">(orcid)0000-0002-0486-6149</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Shih, Helen A.</subfield>
    <subfield code="u">Department of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States</subfield>
    <subfield code="0">(orcid)0000-0003-1550-9726</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Löck, Steffen</subfield>
    <subfield code="0">(orcid)0000-0002-7017-3738</subfield>
  </datafield>
  <controlfield tag="005">20251219133026.0</controlfield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">proton radiotherapy</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">linear energy transfer</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">deep learning</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">pencil beam scanning</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">double scattering</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">uncertainty quantification</subfield>
  </datafield>
  <datafield tag="909" ind1="C" ind2="O">
    <subfield code="o">oai:rodare.hzdr.de:4185</subfield>
    <subfield code="p">openaire_data</subfield>
    <subfield code="p">user-health</subfield>
    <subfield code="p">user-rodare</subfield>
    <subfield code="p">user-oncoray</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">1811107410</subfield>
    <subfield code="u">https://rodare.hzdr.de/record/4185/files/RODARE.zip</subfield>
    <subfield code="z">md5:f10a43bf976fb3efb9598d5fad05008d</subfield>
  </datafield>
  <datafield tag="260" ind1=" " ind2=" ">
    <subfield code="c">2025-12-16</subfield>
  </datafield>
  <datafield tag="540" ind1=" " ind2=" ">
    <subfield code="u">https://creativecommons.org/licenses/by/4.0/legalcode</subfield>
    <subfield code="a">Creative Commons Attribution 4.0 International</subfield>
  </datafield>
  <datafield tag="773" ind1=" " ind2=" ">
    <subfield code="a">https://www.hzdr.de/publications/Publ-42451</subfield>
    <subfield code="i">isIdenticalTo</subfield>
    <subfield code="n">url</subfield>
  </datafield>
  <datafield tag="773" ind1=" " ind2=" ">
    <subfield code="a">https://www.hzdr.de/publications/Publ-42419</subfield>
    <subfield code="i">isReferencedBy</subfield>
    <subfield code="n">url</subfield>
  </datafield>
  <datafield tag="773" ind1=" " ind2=" ">
    <subfield code="a">10.14278/rodare.4184</subfield>
    <subfield code="i">isVersionOf</subfield>
    <subfield code="n">doi</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">dataset</subfield>
  </datafield>
  <datafield tag="542" ind1=" " ind2=" ">
    <subfield code="l">open</subfield>
  </datafield>
  <datafield tag="650" ind1="1" ind2="7">
    <subfield code="a">cc-by</subfield>
    <subfield code="2">opendefinition.org</subfield>
  </datafield>
  <datafield tag="245" ind1=" " ind2=" ">
    <subfield code="a">Data publication: Deep learning for dose-averaged linear energy transfer estimation in pencil-beam scanning and double scattering proton plans with uncertainty-aware external validation</subfield>
  </datafield>
  <datafield tag="520" ind1=" " ind2=" ">
    <subfield code="a">&lt;p&gt;This repository contains the outputs, model checkpoints&amp;nbsp;and result data of our deep-learning-based experiments for the approximation of Monte-Carlo-simulated linear energy transfer distributions and uncertainty estimation, which build the foundation for the corresponding article.&lt;/p&gt;</subfield>
  </datafield>
  <datafield tag="100" ind1=" " ind2=" ">
    <subfield code="a">Kieslich, Aaron Markus</subfield>
    <subfield code="0">(orcid)0009-0000-2227-2013</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">user-health</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">user-oncoray</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">user-rodare</subfield>
  </datafield>
  <controlfield tag="001">4185</controlfield>
  <datafield tag="024" ind1=" " ind2=" ">
    <subfield code="a">10.14278/rodare.4185</subfield>
    <subfield code="2">doi</subfield>
  </datafield>
</record>
0
0
views
downloads
All versions This version
Views 00
Downloads 00
Data volume 0 Bytes0 Bytes
Unique views 00
Unique downloads 00
More info on how stats are collected.
Publication date:
December 16, 2025
DOI:
10.14278/rodare.4185

RODARE DOI Badge

DOI 

10.14278/rodare.4185

Markdown 

[![DOI](https://rodare.hzdr.de/badge/DOI/10.14278/rodare.4185.svg)](https://doi.org/10.14278/rodare.4185)

reStructedText 

.. image:: https://rodare.hzdr.de/badge/DOI/10.14278/rodare.4185.svg
   :target: https://doi.org/10.14278/rodare.4185

HTML 

<a href="https://doi.org/10.14278/rodare.4185"><img src="https://rodare.hzdr.de/badge/DOI/10.14278/rodare.4185.svg" alt="DOI"></a>

Image URL 

https://rodare.hzdr.de/badge/DOI/10.14278/rodare.4185.svg

Target URL 

https://doi.org/10.14278/rodare.4185

Keyword(s):
proton radiotherapy linear energy transfer deep learning pencil beam scanning double scattering uncertainty quantification
Related identifiers:
Identical to:
https://www.hzdr.de/publications/Publ-42451
Referenced by:
https://www.hzdr.de/publications/Publ-42419
Communities:
License (for files):
Creative Commons Attribution 4.0 International

Versions

Version Version 1.0.0 10.14278/rodare.4185 Dec 16, 2025
Cite all versions? You can cite all versions by using the DOI 10.14278/rodare.4184. This DOI represents all versions, and will always resolve to the latest one. Read more.

Share

Cite as

Export