# OnCo record idea-tr2-ai-cdx-change-control (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-tr2-ai-cdx-change-control/>
  a schema:CreativeWork ;
  onco:kind "idea" ;
  schema:identifier "idea-tr2-ai-cdx-change-control" ;
  schema:name "Version control and locked reference sets for AI algorithms used as companion diagnostics"@en ;
  schema:description "AI is starting to decide which patients get which cancer drug. Every change to the software should be tested against a fixed public set of cases before it is used on patients."@en ;
  schema:url <https://onco.cc/ideas/idea-tr2-ai-cdx-change-control/> ;
  schema:dateModified "2026-09-08"^^xsd:date ;
  schema:citation <https://doi.org/10.1001/jamaoncol.2021.7239> ;
  onco:related <https://onco.cc/companies/paige/>, <https://onco.cc/companies/pathai/>, <https://onco.cc/ideas/idea-ai-her2-low-scoring/>, <https://onco.cc/ideas/idea-tr2-open-cdx-validation-sets/> ;
  onco:technologies <https://onco.cc/technologies/digital-pathology-ai/>, <https://onco.cc/technologies/pathology-foundation-model/> ;
  onco:bottlenecks <https://onco.cc/bottlenecks/b-biomarker-validation/>, <https://onco.cc/bottlenecks/b-ai-validation/> ;
  onco:keyPapers <https://onco.cc/key-papers/paper-fernandez-jama-oncol/> .