{"id":"W3215281658","doi":"10.1002/cncr.33982","title":"Impact of TAILORx on chemotherapy prescribing and 21‐gene recurrence score–guided treatment costs in a population‐based cohort of patients with breast cancer","year":2021,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Applied Research in Cancer Control; BC Cancer Agency","funders":"","keywords":"Medicine; Oncology; Cohort; Breast cancer; Internal medicine; Chemotherapy; Population; Cancer; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005331174,0.0002473842,0.0004670593,0.000619681,0.00062187,0.001216448,0.0007945203,0.0005376337,0.0017937],"category_scores_gemma":[0.0140679,0.0003271729,0.001059297,0.001441934,0.0006613863,0.000568171,0.001315138,0.001020818,0.0002092038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004975301,"about_ca_system_score_gemma":0.005320433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.136414,"about_ca_topic_score_gemma":0.1645188,"domain_scores_codex":[0.9959586,0.001750166,0.0003149894,0.0005579162,0.0007904483,0.0006277924],"domain_scores_gemma":[0.9850335,0.004000283,0.00716938,0.001232764,0.0009778081,0.001586343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002303631,0.0002014642,0.9900621,0.00001963497,0.0001909321,0.00003324652,0.0001053583,0.0007187634,0.00006175345,0.00006403632,0.0007902685,0.005448746],"study_design_scores_gemma":[0.000349096,0.0008053675,0.995757,0.00002382643,0.0001423622,0.00006272247,0.0002364245,0.00157902,0.0001538056,0.0000932565,0.0007790895,0.00001794015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980423,0.0001033423,0.00005653299,0.0002316109,0.000005599387,0.00004656347,0.00113151,0.000003607174,0.0003788363],"genre_scores_gemma":[0.9978269,0.00008870496,0.0002153952,0.0001981068,0.00001071645,0.00007566073,0.001305212,0.000003369017,0.0002759037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.136414,"threshold_uncertainty_score":0.2712401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426142936642018,"score_gpt":0.2894148586234807,"score_spread":0.2751534292570605,"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."}}