# OnCo record pathology-foundation-model (technology). 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/technologies/pathology-foundation-model/>
  a schema:MedicalTherapy ;
  onco:kind "technology" ;
  schema:identifier "pathology-foundation-model" ;
  schema:name "Pathology & radiology foundation models"@en ;
  schema:description "Pathology and radiology foundation models are AI networks pretrained without labels on over a million slides or scans (Virchow used 1.5 million), then adapted with small task heads to predict mutations, prognosis or treatment response from routine images. They power the FDA-cleared ArteraAI tools, but validation across hospitals and how regulators treat general-purpose models remain unsettled."@en ;
  schema:url <https://onco.cc/technologies/pathology-foundation-model/> ;
  schema:dateModified "2026-09-04"^^xsd:date ;
  schema:citation <https://doi.org/10.1038/s41591-024-02857-3>, <https://doi.org/10.1038/s41591-024-03141-0> ;
  onco:status "emerging" ;
  onco:tag "frontier" ;
  onco:related <https://onco.cc/technologies/pluto/>, <https://onco.cc/technologies/merlin-ct/>, <https://onco.cc/technologies/radfm/> ;
  onco:sections <https://onco.cc/fronts/ai-computation/> ;
  onco:technologies <https://onco.cc/technologies/digital-pathology-ai/>, <https://onco.cc/technologies/radiology-ai-screening/> ;
  onco:companies <https://onco.cc/companies/paige/>, <https://onco.cc/companies/artera/>, <https://onco.cc/companies/owkin/>, <https://onco.cc/companies/tempus/>, <https://onco.cc/companies/ataraxis-ai/>, <https://onco.cc/companies/imagene-ai/>, <https://onco.cc/companies/strand-ai/> ;
  onco:keyPapers <https://onco.cc/key-papers/paper-chen-nat-med/>, <https://onco.cc/key-papers/paper-vorontsov-nat-med/> ;
  onco:dependsOn <https://onco.cc/technologies/digital-pathology-ai/>, <https://onco.cc/technologies/ai-compute-platforms/> .