{"id":"W2654698479","doi":"10.1200/jco.2016.34.15_suppl.e12024","title":"Utilization of the 21-gene assay for breast cancer treatment decision-making in Alberta.","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; Alberta Health Services; Baker Hughes (Canada)","funders":"","keywords":"Medicine; Internal medicine; Breast cancer; Logistic regression; Cancer; Lymph node; Oncology; Gynecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002462968,0.0001729231,0.0001403453,0.0009209579,0.0007877721,0.001022105,0.000918282,0.0003059437,0.003036905],"category_scores_gemma":[0.008160084,0.0002124333,0.0001881313,0.001955057,0.0004172599,0.00026475,0.0007415769,0.000448347,0.0002837021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01840339,"about_ca_system_score_gemma":0.02854787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8647466,"about_ca_topic_score_gemma":0.9115009,"domain_scores_codex":[0.9983902,0.0004717153,0.0001219448,0.0001171172,0.000622395,0.000276615],"domain_scores_gemma":[0.9948479,0.00143492,0.001454247,0.00009152266,0.001267656,0.0009037849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002717413,0.00008850497,0.9049295,0.0001888962,0.00002945869,0.0005374996,0.0006955201,0.0008657131,0.0002142647,0.0002585556,0.00938645,0.08253399],"study_design_scores_gemma":[0.00004184747,0.0000979699,0.9832138,0.000321955,0.00003933651,0.0006369799,0.001974492,0.002515682,0.0002582793,0.0002058261,0.01067102,0.00002293166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461401,0.01063418,0.0006125146,0.01167646,0.0000978459,0.0002580065,0.00390774,0.00007339819,0.02659979],"genre_scores_gemma":[0.9935738,0.002368548,0.0009833149,0.0006365803,0.00003924976,0.00002848667,0.0009926829,0.00001152972,0.001365726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1352534,"threshold_uncertainty_score":0.2720998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0634211393408942,"score_gpt":0.4394451935015541,"score_spread":0.3760240541606599,"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."}}