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


JSON Export

{
  "conceptdoi": "10.14278/rodare.4184", 
  "doi": "10.14278/rodare.4185", 
  "owners": [
    1019
  ], 
  "id": 4185, 
  "files": [
    {
      "checksum": "md5:f10a43bf976fb3efb9598d5fad05008d", 
      "bucket": "15c1a735-2eb3-4261-a566-39f394ca16b8", 
      "type": "zip", 
      "links": {
        "self": "https://rodare.hzdr.de/api/files/15c1a735-2eb3-4261-a566-39f394ca16b8/RODARE.zip"
      }, 
      "size": 1811107410, 
      "key": "RODARE.zip"
    }
  ], 
  "updated": "2025-12-19T13:30:26.157365+00:00", 
  "conceptrecid": "4184", 
  "links": {
    "badge": "https://rodare.hzdr.de/badge/doi/10.14278/rodare.4185.svg", 
    "doi": "https://doi.org/10.14278/rodare.4185", 
    "conceptbadge": "https://rodare.hzdr.de/badge/doi/10.14278/rodare.4184.svg", 
    "conceptdoi": "https://doi.org/10.14278/rodare.4184", 
    "bucket": "https://rodare.hzdr.de/api/files/15c1a735-2eb3-4261-a566-39f394ca16b8", 
    "html": "https://rodare.hzdr.de/record/4185", 
    "latest": "https://rodare.hzdr.de/api/records/4185", 
    "latest_html": "https://rodare.hzdr.de/record/4185"
  }, 
  "stats": {
    "volume": 28977718560.0, 
    "unique_downloads": 16.0, 
    "version_unique_downloads": 16.0, 
    "unique_views": 392.0, 
    "downloads": 16.0, 
    "version_unique_views": 392.0, 
    "version_views": 403.0, 
    "version_downloads": 16.0, 
    "version_volume": 28977718560.0, 
    "views": 403.0
  }, 
  "revision": 6, 
  "created": "2025-12-16T15:41:17.085817+00:00", 
  "metadata": {
    "publication_date": "2025-12-16", 
    "pub_id": "42451", 
    "access_right": "open", 
    "relations": {
      "version": [
        {
          "index": 0, 
          "last_child": {
            "pid_type": "recid", 
            "pid_value": "4185"
          }, 
          "parent": {
            "pid_type": "recid", 
            "pid_value": "4184"
          }, 
          "count": 1, 
          "is_last": true
        }
      ]
    }, 
    "license": {
      "id": "CC-BY-4.0"
    }, 
    "version": "Version 1.0.0", 
    "doc_id": "1", 
    "doi": "10.14278/rodare.4185", 
    "creators": [
      {
        "orcid": "0009-0000-2227-2013", 
        "name": "Kieslich, Aaron Markus"
      }, 
      {
        "affiliation": "Institute for Medical Information Processing, Biometry, and Epidemiology, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, M\u00fcnchen, Germany", 
        "name": "Singh, Yerik"
      }, 
      {
        "orcid": "0009-0009-7420-208X", 
        "name": "Palkowitsch, Martina"
      }, 
      {
        "orcid": "0000-0001-5007-1868", 
        "name": "Starke, Sebastian"
      }, 
      {
        "orcid": "0000-0003-3988-4272", 
        "name": "Hennings, Fabian"
      }, 
      {
        "orcid": "0000-0001-9550-9050", 
        "name": "Troost, Esther Gera Cornelia"
      }, 
      {
        "orcid": "0000-0003-1776-9556", 
        "name": "Krause, Mechthild"
      }, 
      {
        "affiliation": "TU Dortmund University, Department of Physics, Dortmund, Germany", 
        "orcid": "0000-0003-0851-9176", 
        "name": "Bensberg, Jona"
      }, 
      {
        "affiliation": "TU Dortmund University, Department of Physics, Dortmund, Germany", 
        "orcid": "0000-0002-9450-6859", 
        "name": "L\u00fchr, Armin"
      }, 
      {
        "affiliation": "West German Proton Therapy Center Essen (WPE), University Hospital Essen, Essen, Germany", 
        "name": "Heinzelmann, Feline"
      }, 
      {
        "affiliation": "TU Dortmund University, Department of Physics, Dortmund, Germany", 
        "orcid": "0000-0003-0512-1146", 
        "name": "B\u00e4umer, Christian"
      }, 
      {
        "affiliation": "West German Proton Therapy Center Essen (WPE), University Hospital Essen, Essen, Germany", 
        "orcid": "0000-0003-2274-2008", 
        "name": "Timmermann, Beate"
      }, 
      {
        "affiliation": "Department of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States", 
        "orcid": "0000-0002-0486-6149", 
        "name": "Depauw, Nicolas"
      }, 
      {
        "affiliation": "Department of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States", 
        "orcid": "0000-0003-1550-9726", 
        "name": "Shih, Helen A."
      }, 
      {
        "orcid": "0000-0002-7017-3738", 
        "name": "L\u00f6ck, Steffen"
      }
    ], 
    "title": "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", 
    "resource_type": {
      "type": "dataset", 
      "title": "Dataset"
    }, 
    "access_right_category": "success", 
    "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>", 
    "communities": [
      {
        "id": "health"
      }, 
      {
        "id": "oncoray"
      }, 
      {
        "id": "rodare"
      }
    ], 
    "keywords": [
      "proton radiotherapy", 
      "linear energy transfer", 
      "deep learning", 
      "pencil beam scanning", 
      "double scattering", 
      "uncertainty quantification"
    ], 
    "related_identifiers": [
      {
        "identifier": "https://www.hzdr.de/publications/Publ-42451", 
        "relation": "isIdenticalTo", 
        "scheme": "url"
      }, 
      {
        "identifier": "https://www.hzdr.de/publications/Publ-42419", 
        "relation": "isReferencedBy", 
        "scheme": "url"
      }, 
      {
        "identifier": "10.14278/rodare.4184", 
        "relation": "isVersionOf", 
        "scheme": "doi"
      }
    ]
  }
}
403
16
views
downloads
All versions This version
Views 403403
Downloads 1616
Data volume 29.0 GB29.0 GB
Unique views 392392
Unique downloads 1616

Share

Cite as