# OnCo record idea-data-precompetitive-cancer-foundation-model (idea). Data CC BY-NC 4.0, attribute "Data from OnCo (onco.cc)". Whole corpus: https://onco.cc/api/v1/onco.nt
@prefix schema: <https://schema.org/> .
@prefix onco: <https://onco.cc/ns#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://onco.cc/ideas/idea-data-precompetitive-cancer-foundation-model/>
  a schema:CreativeWork ;
  onco:kind "idea" ;
  schema:identifier "idea-data-precompetitive-cancer-foundation-model" ;
  schema:name "A pre-competitive consortium to train a shared multimodal cancer foundation model"@en ;
  schema:description "Companies, hospitals and funders would form a consortium, like the Structural Genomics Consortium or IMI, to train one multimodal AI on scans, slides, genomes and outcomes from millions of patients by federated training across dozens of health systems, with the data never leaving the hospitals. Members would share the base model and compete on applications built on it."@en ;
  schema:url <https://onco.cc/ideas/idea-data-precompetitive-cancer-foundation-model/> ;
  schema:dateModified "2026-09-08"^^xsd:date ;
  schema:citation <https://doi.org/10.1038/s41591-021-01312-x> ;
  onco:related <https://onco.cc/ideas/idea-multimodal-foundation-model/>, <https://onco.cc/ideas/idea-data-federated-learning-imaging/> ;
  onco:sections <https://onco.cc/fronts/ai-computation/> ;
  onco:technologies <https://onco.cc/technologies/pathology-foundation-model/>, <https://onco.cc/technologies/digital-pathology-ai/> ;
  onco:companies <https://onco.cc/companies/owkin/>, <https://onco.cc/companies/tempus/>, <https://onco.cc/companies/paige/>, <https://onco.cc/companies/pathai/> ;
  onco:bottlenecks <https://onco.cc/bottlenecks/b-ai-validation/>, <https://onco.cc/bottlenecks/b-data-silos/>, <https://onco.cc/bottlenecks/b-ip-collaboration/> ;
  onco:keyPapers <https://onco.cc/key-papers/paper-wu-nat-med/> .