December 16, 2025 Dataset Open Access

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

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{
  "keywords": [
    "proton radiotherapy", 
    "linear energy transfer", 
    "deep learning", 
    "pencil beam scanning", 
    "double scattering", 
    "uncertainty quantification"
  ], 
  "name": "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", 
  "sameAs": [
    "https://www.hzdr.de/publications/Publ-42451"
  ], 
  "@type": "Dataset", 
  "datePublished": "2025-12-16", 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.14278/rodare.4185", 
  "@id": "https://doi.org/10.14278/rodare.4185", 
  "version": "Version 1.0.0", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "url": "https://rodare.hzdr.de/record/4185", 
  "distribution": [
    {
      "fileFormat": "zip", 
      "@type": "DataDownload", 
      "contentUrl": "https://rodare.hzdr.de/api/files/15c1a735-2eb3-4261-a566-39f394ca16b8/RODARE.zip"
    }
  ], 
  "creator": [
    {
      "@type": "Person", 
      "name": "Kieslich, Aaron Markus", 
      "@id": "https://orcid.org/0009-0000-2227-2013"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Institute for Medical Information Processing, Biometry, and Epidemiology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, M\u00fcnchen, Germany", 
      "name": "Singh, Yerik"
    }, 
    {
      "@type": "Person", 
      "name": "Palkowitsch, Martina", 
      "@id": "https://orcid.org/0009-0009-7420-208X"
    }, 
    {
      "@type": "Person", 
      "name": "Starke, Sebastian", 
      "@id": "https://orcid.org/0000-0001-5007-1868"
    }, 
    {
      "@type": "Person", 
      "name": "Hennings, Fabian", 
      "@id": "https://orcid.org/0000-0003-3988-4272"
    }, 
    {
      "@type": "Person", 
      "name": "Troost, Esther Gera Cornelia", 
      "@id": "https://orcid.org/0000-0001-9550-9050"
    }, 
    {
      "@type": "Person", 
      "name": "Krause, Mechthild", 
      "@id": "https://orcid.org/0000-0003-1776-9556"
    }, 
    {
      "@type": "Person", 
      "affiliation": "TU Dortmund University, Department of Physics, Dortmund, Germany", 
      "name": "Bensberg, Jona", 
      "@id": "https://orcid.org/0000-0003-0851-9176"
    }, 
    {
      "@type": "Person", 
      "affiliation": "TU Dortmund University, Department of Physics, Dortmund, Germany", 
      "name": "L\u00fchr, Armin", 
      "@id": "https://orcid.org/0000-0002-9450-6859"
    }, 
    {
      "@type": "Person", 
      "affiliation": "West German Proton Therapy Center Essen (WPE), University Hospital Essen, Essen, Germany", 
      "name": "Heinzelmann, Feline"
    }, 
    {
      "@type": "Person", 
      "affiliation": "TU Dortmund University, Department of Physics, Dortmund, Germany", 
      "name": "B\u00e4umer, Christian", 
      "@id": "https://orcid.org/0000-0003-0512-1146"
    }, 
    {
      "@type": "Person", 
      "affiliation": "West German Proton Therapy Center Essen (WPE), University Hospital Essen, Essen, Germany", 
      "name": "Timmermann, Beate", 
      "@id": "https://orcid.org/0000-0003-2274-2008"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States", 
      "name": "Depauw, Nicolas", 
      "@id": "https://orcid.org/0000-0002-0486-6149"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States", 
      "name": "Shih, Helen A.", 
      "@id": "https://orcid.org/0000-0003-1550-9726"
    }, 
    {
      "@type": "Person", 
      "name": "L\u00f6ck, Steffen", 
      "@id": "https://orcid.org/0000-0002-7017-3738"
    }
  ], 
  "description": "<p>This repository contains the outputs, model checkpoints&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.</p>"
}