{"id":"W1547258662","doi":"10.3747/co.22.2284","title":"Using Proliferative Markers and Oncotype Dx in Therapeutic Decision-Making for Breast Cancer: The B.C. Experience","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Grading (engineering); Kappa; Internal medicine; Ki-67; Context (archaeology); Oncology; Guideline; Gynecology; Cancer; Progesterone receptor; Estrogen receptor; Pathology; Immunohistochemistry","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":[0.02216662,0.0005021316,0.0003968708,0.002147561,0.0005764848,0.002404079,0.0008959408,0.001088563,0.001711961],"category_scores_gemma":[0.02364127,0.0003435146,0.0002999522,0.002932762,0.00132102,0.001585077,0.001960543,0.002274822,0.000712628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002646497,"about_ca_system_score_gemma":0.003724972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04054936,"about_ca_topic_score_gemma":0.03562335,"domain_scores_codex":[0.9922088,0.004731304,0.0005765164,0.0009207221,0.001196606,0.0003659921],"domain_scores_gemma":[0.9690048,0.01553785,0.002335033,0.001348393,0.008298602,0.003475487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001243907,0.0006383209,0.2689879,0.0005613893,0.0001341783,0.0005253559,0.002838145,0.001436516,0.001819215,0.002290803,0.04468387,0.6748405],"study_design_scores_gemma":[0.00045042,0.003548287,0.6450149,0.003069053,0.0003950458,0.008407619,0.008294834,0.01697898,0.005731144,0.00752516,0.3001436,0.0004408658],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.64769,0.1176088,0.03930689,0.09867197,0.001971973,0.0006407365,0.001362363,0.0004519073,0.0922954],"genre_scores_gemma":[0.8729572,0.05250095,0.05149259,0.01522239,0.001661923,0.0001717903,0.0005439227,0.0002304408,0.005218773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04054936,"threshold_uncertainty_score":0.1172297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330034491447882,"score_gpt":0.4558432034612061,"score_spread":0.3228397543164179,"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."}}