{"id":"W2586063427","doi":"10.1016/j.cell.2017.01.027","title":"Cancer Clinical Trials: The Rear-View Mirror and the Crystal Ball","year":2017,"lang":"en","type":"article","venue":"Cell","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Biology; Clinical trial; Medical physics; Bioinformatics; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001821136,0.00008395231,0.0001923085,0.000003219146,0.0002665721,0.0001142307,0.0003231578,0.0000873192,0.00003295997],"category_scores_gemma":[0.001005223,0.00004314839,0.0001363199,0.000007316871,0.0003834954,0.000001316783,0.0002104931,0.00009637033,0.000007154761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003941705,"about_ca_system_score_gemma":0.00008720514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003199772,"about_ca_topic_score_gemma":0.0003960242,"domain_scores_codex":[0.99919,0.0001927915,0.0002473255,0.000194503,0.00005261246,0.0001227056],"domain_scores_gemma":[0.998845,0.0002539073,0.0002023383,0.000610819,0.0000358319,0.00005210098],"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":[0.004769425,0.0004996354,0.03811554,0.0002500755,0.0009768816,0.00002995909,0.0008742324,0.00003580523,0.2006763,0.003808449,0.5522575,0.1977062],"study_design_scores_gemma":[0.002286891,0.00006880566,0.007926939,0.00001075981,0.00009663155,0.000002731508,0.00004203084,0.0000608822,0.008176666,0.0003088659,0.9809103,0.0001084826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9342278,0.04204116,0.000120281,0.008905727,0.001534382,0.0006635899,0.0001056965,0.000005520259,0.01239585],"genre_scores_gemma":[0.967156,0.02839101,0.00006647947,0.001493085,0.0007258128,0.00003889092,0.00000887942,0.00001254148,0.002107334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4286528,"threshold_uncertainty_score":0.2050284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07983091064103544,"score_gpt":0.396536259943268,"score_spread":0.3167053493022326,"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."}}