Dataset Closed Access

Data publication: Multitask learning with convolutional neural networks and vision transformers can improve outcome prediction for head and neck cancer patients

Starke, Sebastian; 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 Gera Cornelia; Krause, Mechthild; Baumann, Michael; Löck, Steffen


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{
  "@type": "Dataset", 
  "name": "Data publication: Multitask learning with convolutional neural networks and vision transformers can improve outcome prediction for head and neck cancer patients", 
  "identifier": "https://doi.org/10.14278/rodare.2438", 
  "url": "https://rodare.hzdr.de/record/2438", 
  "datePublished": "2023-08-16", 
  "keywords": [
    "survival analysis", 
    "vision transformer", 
    "convolutional neural network", 
    "multitask learning", 
    "tumor segmentation", 
    "head and neck cancer", 
    "Cox proportional hazards", 
    "loco-regional control", 
    "progression-free survival", 
    "discrete-time survival models"
  ], 
  "@id": "https://doi.org/10.14278/rodare.2438", 
  "sameAs": [
    "https://www.hzdr.de/publications/Publ-37408"
  ], 
  "@context": "https://schema.org/", 
  "creator": [
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0001-5007-1868", 
      "name": "Starke, Sebastian"
    }, 
    {
      "@type": "Person", 
      "affiliation": "National Center for Tumor Diseases (NCT)", 
      "name": "Zwanenburg, Alex"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus", 
      "name": "Leger, Karoline"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus", 
      "name": "Lohaus, Fabian"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy and Radiation Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus", 
      "name": "Linge, Annett"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy, Hospital Dresden-Friedrichstadt", 
      "name": "Schreiber, Andreas"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiooncology and Radiotherapy, Charit\u00e9 University Hospital", 
      "name": "Kalinauskaite, Goda"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiooncology and Radiotherapy, Charit\u00e9 University Hospital", 
      "name": "Tinhofer, Inge"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy, Medical Faculty, University of Duisburg-Essen", 
      "name": "Guberina, Nika"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy, Medical Faculty, University of Duisburg-Essen", 
      "name": "Guberina, Maja"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy and Oncology, Goethe-University Frankfurt", 
      "name": "Balermpas, Panagiotis"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiotherapy and Oncology, Goethe-University Frankfurt", 
      "name": "von der Gr\u00fcn, Jens"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Medical University of Innsbruck", 
      "name": "Ganswindt, Ute"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Ludwig-Maximilians-Universit\u00e4t", 
      "name": "Belka, Claus"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Technische Universit\u00e4t M\u00fcnchen", 
      "name": "Peeken, Jan C."
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Technische Universit\u00e4t M\u00fcnchen", 
      "name": "Combs, Stephanie E."
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Faculty of Medicine and University Hospital T\u00fcbingen", 
      "name": "B\u00f6ke, Simon"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Department of Radiation Oncology, Faculty of Medicine and University Hospital T\u00fcbingen", 
      "name": "Zips, Daniel"
    }, 
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0003-4261-4214", 
      "name": "Richter, Christian"
    }, 
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0001-9550-9050", 
      "name": "Troost, Esther Gera Cornelia"
    }, 
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0003-1776-9556", 
      "name": "Krause, Mechthild"
    }, 
    {
      "@type": "Person", 
      "affiliation": "German Cancer Research Center (DKFZ)", 
      "name": "Baumann, Michael"
    }, 
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0002-7017-3738", 
      "name": "L\u00f6ck, Steffen"
    }
  ], 
  "description": "<p>This dataset contains the model checkpoints, predictions and performance metrics for the multitask neural networks presented in the corresponding manuscript.</p>", 
  "inLanguage": {
    "@type": "Language", 
    "alternateName": "eng", 
    "name": "English"
  }
}
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