# OnCo record idea-multimodal-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-multimodal-foundation-model/>
  a schema:CreativeWork ;
  onco:kind "idea" ;
  schema:identifier "idea-multimodal-foundation-model" ;
  schema:name "Patient-level multimodal foundation models for treatment selection"@en ;
  schema:description "Train one AI on scans, pathology slides, genomics and treatment outcomes pooled across patients, including completed phase 3 trials, so it can predict which treatment will work for a new patient. Pathology and radiology models already exist separately; combining them with genomic and trial outcome data is the untested step."@en ;
  schema:url <https://onco.cc/ideas/idea-multimodal-foundation-model/> ;
  schema:dateModified "2026-09-04"^^xsd:date ;
  schema:citation <https://doi.org/10.1038/s41591-024-02857-3> ;
  onco:technologies <https://onco.cc/technologies/pathology-foundation-model/>, <https://onco.cc/technologies/digital-pathology-ai/>, <https://onco.cc/technologies/ai-trial-matching/> ;
  onco:drugs <https://onco.cc/drugs/artera-ai-breast/> ;
  onco:companies <https://onco.cc/companies/artera/>, <https://onco.cc/companies/tempus/>, <https://onco.cc/companies/owkin/> ;
  onco:keyPapers <https://onco.cc/key-papers/paper-chen-nat-med/> .