{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.367064,0.002155461,0.0106246,0.002689297,0.002001279,0.009176501,0.00569538,0.01373477,0.01246721],"category_scores_gemma":[0.4892274,0.00171039,0.006128314,0.005413912,0.006931437,0.01427679,0.004317559,0.02145704,0.004408184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005505837,"about_ca_system_score_gemma":0.01103634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002524141,"about_ca_topic_score_gemma":0.00400298,"domain_scores_codex":[0.7290356,0.2406758,0.01368384,0.004788181,0.01062846,0.001188227],"domain_scores_gemma":[0.3509076,0.5599426,0.01901012,0.03188372,0.0301783,0.008077738],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01354165,0.0008157344,0.002601784,0.03212484,0.008196058,0.0003437788,0.0004899497,0.002219928,0.0009656136,0.07594038,0.3955756,0.4671847],"study_design_scores_gemma":[0.0352204,0.005745135,0.004472857,0.0582323,0.004979289,0.0005756189,0.0007418244,0.005449983,0.0007163803,0.3135245,0.5698264,0.000515348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002090589,0.2439217,0.04661344,0.5921438,0.1047904,0.00383547,0.001164593,0.00045978,0.004980399],"genre_scores_gemma":[0.04179928,0.1609869,0.2050045,0.4599936,0.1046312,0.01978397,0.001607024,0.0006340308,0.005559579],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.632936,"threshold_uncertainty_score":0.7805228,"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."}}