{"id":"W4200215031","doi":"10.5281/zenodo.5787003","title":"GDSC2","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Chemical Reactions and Isotopes","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003471709,0.00009228641,0.000102722,0.00006414468,0.001455139,0.0001988925,0.0003719174,0.0001081585,0.09032067],"category_scores_gemma":[0.0006162149,0.00009847174,0.00005594133,0.0003606499,0.0001245972,0.0001145083,0.0005329924,0.0004746442,0.01176567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008132354,"about_ca_system_score_gemma":0.000004822502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003207636,"about_ca_topic_score_gemma":1.649276e-7,"domain_scores_codex":[0.9988505,0.0002924535,0.0001630504,0.0002726555,0.000137644,0.0002837238],"domain_scores_gemma":[0.9990754,0.00005236175,0.00004419896,0.0002335252,0.0003942849,0.0002002186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000684993,0.0003563997,0.00001178832,0.00003470781,0.00008158624,0.00006179723,0.0004109819,0.00003368214,0.2575693,0.009539022,0.4761642,0.255668],"study_design_scores_gemma":[0.0004244393,0.00004214639,0.0001714314,0.000005931818,0.00001985121,0.0001920403,0.0001486854,0.0001709653,0.04151898,0.0002853639,0.9569119,0.0001083104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1587632,0.0004348786,0.00105552,0.003621754,0.0004909327,0.0002691988,0.0002474641,0.0009582225,0.8341588],"genre_scores_gemma":[0.9876294,0.0004239919,0.0002400318,0.001318104,0.0003373773,5.00331e-8,0.001369752,0.0007197781,0.007961556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8288662,"threshold_uncertainty_score":0.9998448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1477881076956312,"score_gpt":0.394964372810197,"score_spread":0.2471762651145659,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}