{"id":"W2042339630","doi":"10.3747/co.19.1158","title":"Is Breast Cancer Staging Obsolete?","year":2012,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Stage (stratigraphy); Medicine; Breast cancer; Cancer; Cancer stage; Oncology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03238812,0.0005743144,0.001372749,0.002392625,0.001390739,0.004539524,0.002293135,0.00316504,0.003695306],"category_scores_gemma":[0.06730063,0.0005112499,0.0007520517,0.003620789,0.01157245,0.008172226,0.002147548,0.008550731,0.001646794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003435625,"about_ca_system_score_gemma":0.003360388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007426422,"about_ca_topic_score_gemma":0.01097602,"domain_scores_codex":[0.989002,0.005301798,0.001343438,0.001003557,0.002772405,0.0005768563],"domain_scores_gemma":[0.946147,0.03371625,0.004060302,0.00405542,0.009759224,0.002261816],"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":[0.0004622509,0.00004651583,0.01210673,0.00206723,0.0002007548,0.0005717563,0.003126224,0.0002215446,0.0007060945,0.09083732,0.3663586,0.523295],"study_design_scores_gemma":[0.00007322348,0.0001629154,0.01285942,0.006127736,0.0001795433,0.003039394,0.003420292,0.0003160856,0.0005027269,0.08495367,0.888243,0.0001221004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00702011,0.2383378,0.005073882,0.6966928,0.04291771,0.00001611123,0.0004025854,0.0001483346,0.00939077],"genre_scores_gemma":[0.1267087,0.4113928,0.007266217,0.3449236,0.1025261,0.0000894613,0.001002086,0.0003707075,0.005720437],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03238812,"threshold_uncertainty_score":0.1712868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07717835556245152,"score_gpt":0.4071774541785015,"score_spread":0.32999909861605,"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."}}