{"id":"W3108655367","doi":"10.1200/jco.20.01762","title":"Lessons From ADAURA on Adjuvant Cancer Drug Trials: Evidence, Ethics, and Economics","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Cancer drugs; Drug; Adjuvant; Cancer; Drug trial; Oncology; Clinical trial; Internal medicine; Family medicine; Pharmacology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004356196,0.0001349433,0.001111968,0.00002434103,0.00005192194,0.00002463537,0.0002477239,0.000457171,0.00005287203],"category_scores_gemma":[0.02688074,0.0001071157,0.0003491438,0.00003108682,0.0001618149,0.000006916851,0.00013138,0.001004957,0.000005695303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003810134,"about_ca_system_score_gemma":0.002029524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001165986,"about_ca_topic_score_gemma":0.0005043408,"domain_scores_codex":[0.9969258,0.0007969725,0.00172825,0.0002905328,0.0001073194,0.0001510824],"domain_scores_gemma":[0.9911333,0.006561025,0.001562301,0.0001551326,0.0002079675,0.0003802142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01803653,0.0007564645,0.02867762,0.00005163315,0.001660501,0.0001675419,0.0009432524,0.002417556,0.01227175,0.001232027,0.1535214,0.7802637],"study_design_scores_gemma":[0.004934822,0.007011533,0.01837106,0.0001345675,0.0004021228,0.00001325525,0.0002896962,0.0002669568,0.00424106,0.00130627,0.9627545,0.0002741118],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8913066,0.01072714,0.000180872,0.09563107,0.001716623,0.0001025747,0.000100619,0.00000217161,0.0002323435],"genre_scores_gemma":[0.8556393,0.1149882,0.001077935,0.02299709,0.005230401,0.000003432885,0.00000660689,0.0000164775,0.00004057838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8092331,"threshold_uncertainty_score":0.9813163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4237922568072106,"score_gpt":0.5354944543091659,"score_spread":0.1117021975019553,"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."}}