{"id":"W2160188244","doi":"10.1186/bcr2743","title":"Randomized adjuvant trials in oncology: a necessity or time-consuming luxury?","year":2010,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"LEAPS; Surgical oncology; Breast cancer; Medicine; Randomized controlled trial; Oncology; Adjuvant; Cancer; Internal medicine; Intensive care medicine; Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008999254,0.0002521361,0.001163417,0.0002231268,0.0002153979,0.00005232168,0.0003949051,0.0002943109,0.001055239],"category_scores_gemma":[0.002483552,0.000174692,0.0002318244,0.0003911084,0.0006979152,0.00001042593,0.0003873771,0.000610933,0.00008052372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001732881,"about_ca_system_score_gemma":0.001256648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00352694,"about_ca_topic_score_gemma":0.007511482,"domain_scores_codex":[0.9955455,0.002005231,0.0006157639,0.0006601466,0.0004434973,0.0007298411],"domain_scores_gemma":[0.9976746,0.001136647,0.0001718963,0.0004909065,0.0003501032,0.0001758117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4117281,0.0008716552,0.02166428,0.0001051499,0.0009170835,0.0001364068,0.0006697813,0.00001398932,0.3300159,0.0001332511,0.01920022,0.2145441],"study_design_scores_gemma":[0.6559212,0.0004951786,0.1137499,0.0004850724,0.000373782,0.0007213536,0.0008395923,0.000253333,0.1034804,0.0008092311,0.1213077,0.001563275],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855595,0.00208542,0.00001883992,0.007198115,0.0004421008,0.001480069,0.0002828563,0.00003040015,0.002902716],"genre_scores_gemma":[0.9936553,0.001381311,0.0003389694,0.0001910303,0.0009232416,0.00157518,0.00005496299,0.00004360083,0.001836412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.244193,"threshold_uncertainty_score":0.9998579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09272020375233855,"score_gpt":0.4652050884000745,"score_spread":0.3724848846477359,"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."}}