# OnCo record gears (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/gears/>
  a schema:MedicalTherapy ;
  onco:kind "technology" ;
  schema:identifier "gears" ;
  schema:name "GEARS and perturbation prediction benchmarks"@en ;
  schema:description "GEARS is a graph model predicting the effect of gene knockouts; the perturbation benchmarks around it showed how hard the problem is."@en ;
  schema:url <https://onco.cc/technologies/gears/> ;
  schema:dateModified "2026-09-08"^^xsd:date ;
  schema:citation <https://doi.org/10.1038/s41587-023-01905-6> ;
  onco:status "emerging" ;
  onco:tag "virtual-cell", "benchmark" ;
  onco:sections <https://onco.cc/fronts/ai-computation/> ;
  onco:technologies <https://onco.cc/technologies/crispr-screens/> ;
  onco:institutions <https://onco.cc/institutions/stanford/> ;
  onco:keyPapers <https://onco.cc/key-papers/paper-roohani-nat-biotechnol/> .