# OnCo record drug-response-baselines (term). 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/terms/drug-response-baselines/>
  a schema:DefinedTerm ;
  onco:kind "term" ;
  schema:identifier "drug-response-baselines" ;
  schema:name "Drug-response baselines and frameworks: mean-drug floor, LightGBM, DrEval, IMPROVE, DeepTTA"@en ;
  schema:alternateName "naive mean-drug baseline"@en, "mean-cell-line baseline"@en, "DrEval"@en, "IMPROVE benchmark"@en, "GraphDRP"@en, "UNO model"@en, "DeepTTA"@en, "DeepCCDS"@en, "LightGBM"@en, "gradient-boosted trees"@en ;
  schema:description "The floor for any drug-response model is predicting each drug's average effect across cell lines; tuned gradient-boosted trees such as LightGBM often tie or beat deep models under honest splits, which is why evaluation frameworks now exist."@en ;
  schema:url <https://onco.cc/terms/drug-response-baselines/> ;
  schema:dateModified "2026-09-24"^^xsd:date ;
  schema:sameAs <https://en.wikipedia.org/wiki/LightGBM> ;
  schema:citation <https://doi.org/10.1038/s41467-026-72903-w>, <https://github.com/JDACS4C-IMPROVE>, <https://doi.org/10.1093/bib/bbac100>, <https://en.wikipedia.org/wiki/LightGBM> ;
  onco:tag "cansim-terms" ;
  onco:related <https://onco.cc/terms/cancer-ai-vocabulary/> ;
  onco:terms <https://onco.cc/terms/drug-response-splits/>, <https://onco.cc/terms/ridge-regression/>, <https://onco.cc/terms/spearman-correlation/> .