Dataset Open Access

2D and 3D convolutional neural networks for outcome modelling of locally advanced head and neck squamous cell carcinoma

Starke,Sebastian; Leger, Stefan; Zwanenburg, Alex; Leger, Karoline; Lohaus, Fabian; Linge, Annett; Schreiber, Andreas; Kalinauskaite, Goda; Tinhofer, Inge; Guberina, Nika; Guberina, Maja; Balermpas, Panagiotis; von der Grün, Jens; Ganswindt, Ute; Belka, Claus; Peeken, Jan C.; Combs, Stephanie E.; Böke, Simon; Zips, Daniel; Richter, Christian; Troost, Esther G.C.; Krause, Mechthild; Baumann, Michael; Löck, Steffen


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{
  "@id": "https://doi.org/10.14278/rodare.255", 
  "sameAs": [
    "https://www.hzdr.de/publications/Publ-30759"
  ], 
  "@context": "https://schema.org/", 
  "distribution": [
    {
      "@type": "DataDownload", 
      "fileFormat": "zip", 
      "contentUrl": "https://rodare.hzdr.de/api/files/f2f4a0f7-c068-4ea6-99f1-039d0d4e99b9/analysis_output.zip"
    }
  ], 
  "keywords": [
    "convolutional neural networks", 
    "Keras", 
    "Deep learning", 
    "head and neck cancer", 
    "loco-regional-recurrence", 
    "Cox proportional hazards"
  ], 
  "description": "<p>These are the results from the analyses presented in a paper submitted to Scientific Reports.</p>\n\n<p>The zip file contains the trained model files and the plots that were used in the manuscript.</p>\n\n<p>Code for reproduction of our analyses can be obtained from https://github.com/oncoray/cnn-hnscc. There, you also find instructions on how to load our models.</p>", 
  "identifier": "https://doi.org/10.14278/rodare.255", 
  "name": "2D and 3D convolutional neural networks for outcome modelling of locally advanced head and neck squamous cell carcinoma", 
  "license": "https://creativecommons.org/licenses/by-nc/4.0/legalcode", 
  "datePublished": "2020-02-27", 
  "@type": "Dataset", 
  "creator": [
    {
      "name": "Starke,Sebastian", 
      "affiliation": "Helmholtz-Zentrum Dresden - Rossendorf (HZDR)", 
      "@type": "Person"
    }, 
    {
      "name": "Leger, Stefan", 
      "affiliation": "National Center for Tumor Diseases (NCT), Partner Site Dresden, Germany: German Cancer Research Center (DKFZ), Heidelberg, Germany; Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany, and; Helmholtz Association / Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Zwanenburg, Alex", 
      "affiliation": "National Center for Tumor Diseases (NCT), Partner Site Dresden, Germany: German Cancer Research Center (DKFZ), Heidelberg, Germany; Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Dresden, Germany, and; Helmholtz Association / Helmholtz-Zentrum Dresden - Rossendorf (HZDR), Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Leger, Karoline", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Lohaus, Fabian", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Linge, Annett", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Schreiber, Andreas", 
      "affiliation": "Department of Radiotherapy, Hospital Dresden-Friedrichstadt, Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Kalinauskaite, Goda", 
      "affiliation": "Department of Radiooncology and Radiotherapy, Charit\u00e9 University Hospital, Berlin, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Tinhofer, Inge", 
      "affiliation": "Department of Radiooncology and Radiotherapy, Charit\u00e9 University Hospital, Berlin, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Guberina, Nika", 
      "affiliation": "Department of Radiotherapy, Medical Faculty, University of Duisburg-Essen, Essen, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Guberina, Maja", 
      "affiliation": "Department of Radiotherapy, Medical Faculty, University of Duisburg-Essen, Essen, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Balermpas, Panagiotis", 
      "affiliation": "Department of Radiotherapy and Oncology, Goethe-University Frankfurt, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "von der Gr\u00fcn, Jens", 
      "affiliation": "Department of Radiotherapy and Oncology, Goethe-University Frankfurt, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Ganswindt, Ute", 
      "affiliation": "Department of Radiation Oncology, Ludwig-Maximilians-Universit\u00e4t, Munich, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Belka, Claus", 
      "affiliation": "Department of Radiation Oncology, Ludwig-Maximilians-Universit\u00e4t, Munich, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Peeken, Jan C.", 
      "affiliation": "Department of Radiation Oncology, Technische Universit\u00e4t M\u00fcnchen, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Combs, Stephanie E.", 
      "affiliation": "Department of Radiation Oncology, Technische Universit\u00e4t M\u00fcnchen, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "B\u00f6ke, Simon", 
      "affiliation": "Department of Radiation Oncology, Faculty of Medicine and University Hospital T\u00fcbingen, Eberhard Karls Universit\u00e4t T\u00fcbingen, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Zips, Daniel", 
      "affiliation": "Department of Radiation Oncology, Faculty of Medicine and University Hospital T\u00fcbingen, Eberhard Karls Universit\u00e4t T\u00fcbingen, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Richter, Christian", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Troost, Esther G.C.", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Krause, Mechthild", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "Baumann, Michael", 
      "affiliation": "German Cancer Research Center (DKFZ), Heidelberg, Germany", 
      "@type": "Person"
    }, 
    {
      "name": "L\u00f6ck, Steffen", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universit\u00e4t Dresden, Germany", 
      "@type": "Person"
    }
  ], 
  "url": "https://rodare.hzdr.de/record/255"
}
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