# OnCo record paper-esteva-skin-cancer-deep-learning-nature-2017 (paper). Data CC BY-NC 4.0, attribute "Data from OnCo (onco.cc)". Whole corpus: https://onco.cc/api/v1/onco.nt
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@prefix onco: <https://onco.cc/ns#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://onco.cc/key-papers/paper-esteva-skin-cancer-deep-learning-nature-2017/>
  a schema:ScholarlyArticle ;
  onco:kind "paper" ;
  schema:identifier "paper-esteva-skin-cancer-deep-learning-nature-2017" ;
  schema:name "Esteva 2017: a deep neural network classifies skin cancer at dermatologist level"@en ;
  schema:description "A single image-recognition network, trained on about 130,000 clinical photographs, told cancerous skin lesions from benign ones as accurately as 21 dermatologists, the first widely cited demonstration that deep learning could match specialists at a cancer diagnosis task."@en ;
  schema:url <https://onco.cc/key-papers/paper-esteva-skin-cancer-deep-learning-nature-2017/> ;
  schema:dateModified "2026-09-08"^^xsd:date ;
  schema:citation <https://doi.org/10.1038/nature21056> ;
  schema:sameAs <https://doi.org/10.1038/nature21056> ;
  schema:datePublished "2017"^^xsd:gYear ;
  schema:author "Esteva A, Kuprel B, Novoa RA, et al." ;
  onco:cancers <https://onco.cc/cancers/melanoma/>, <https://onco.cc/cancers/basal-cell-carcinoma/>, <https://onco.cc/cancers/cutaneous-scc/> ;
  onco:technologies <https://onco.cc/technologies/dermoscopy-ai/> ;
  onco:institutions <https://onco.cc/institutions/stanford/> .