{"id":"W2307665013","doi":"10.1007/s10549-016-3689-z","title":"Molecular subtype profiling of invasive breast cancers weakly positive for estrogen receptor","year":2016,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; St. Paul's Hospital; Lions Gate Hospital; University of Ottawa; BC Cancer Agency; Ottawa Hospital; University of British Columbia","funders":"Canadian Cancer Society","keywords":"Breast cancer; Immunohistochemistry; Medicine; Estrogen receptor; Oncology; Internal medicine; Estrogen; Progesterone receptor; Cohort; Biomarker; Pathology; Cancer; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004859487,0.0001452861,0.0003366593,0.001365618,0.0003346941,0.0006341303,0.0003073936,0.000251737,0.001744169],"category_scores_gemma":[0.0005783295,0.0001230037,0.0002653368,0.0009112027,0.0001340806,0.0001819728,0.0002069487,0.0002555209,0.0005802999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002891545,"about_ca_system_score_gemma":0.0003034406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003793253,"about_ca_topic_score_gemma":0.006055229,"domain_scores_codex":[0.9997765,0.00003669787,0.00002045737,0.00003567111,0.00006351693,0.00006707119],"domain_scores_gemma":[0.9997287,0.00004313414,0.00006591112,0.00003638666,0.00008432861,0.00004149974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002238368,0.0001204929,0.7302318,0.0001122173,0.00007645263,0.0003683824,0.0003432154,0.0001190561,0.233284,0.0002138851,0.0004580343,0.03243404],"study_design_scores_gemma":[0.00002142628,0.0003832443,0.9604895,0.00002293491,0.0001316908,0.00156316,0.000787347,0.0004058389,0.03246377,0.0001623847,0.003561457,0.000007155003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958079,0.001096982,0.0005394386,0.00005698295,0.000007466848,0.00002552392,0.0007221136,0.0000167103,0.001726824],"genre_scores_gemma":[0.9936283,0.001029565,0.0008823014,0.00005827834,0.00001257541,0.00003142199,0.00140113,0.00001450243,0.002941981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003793253,"threshold_uncertainty_score":0.007542312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693170874523191,"score_gpt":0.3289429712399911,"score_spread":0.3020112624947592,"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."}}