# OnCo record idea-data-digital-twin-predict-then-observe (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-digital-twin-predict-then-observe/>
  a schema:CreativeWork ;
  onco:kind "idea" ;
  schema:identifier "idea-data-digital-twin-predict-then-observe" ;
  schema:name "Digital twins for treatment selection, validated by predicting before observing"@en ;
  schema:description "Build a computer model of each patient's cancer that forecasts how it will respond to each treatment option, and prove it by writing the forecast down before the real result is known."@en ;
  schema:url <https://onco.cc/ideas/idea-data-digital-twin-predict-then-observe/> ;
  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/> ;
  onco:sections <https://onco.cc/fronts/ai-computation/> ;
  onco:technologies <https://onco.cc/technologies/organoids/>, <https://onco.cc/technologies/functional-drug-testing/> ;
  onco:bottlenecks <https://onco.cc/bottlenecks/b-ai-validation/>, <https://onco.cc/bottlenecks/b-tumor-heterogeneity/> ;
  onco:keyPapers <https://onco.cc/key-papers/paper-wu-nat-med/> .