{"id":"W2969655256","doi":"10.1016/j.clbc.2019.07.006","title":"Selecting Patients for Oncotype DX Testing Using Standard Clinicopathologic Information","year":2019,"lang":"en","type":"article","venue":"Clinical Breast Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Ottawa Hospital; University of Ottawa","funders":"Ottawa Hospital Research Institute","keywords":"Medicine; Breast cancer; Oncology; Gynecology; Internal medicine; Cancer; Medical physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004049855,0.0001868533,0.0003098107,0.00002839904,0.0001289253,0.00002952953,0.0001325486,0.0001905315,0.00002578292],"category_scores_gemma":[0.0005896078,0.0001628892,0.0001513395,0.0001278399,0.00007110356,0.00002262667,0.0001272194,0.000128127,0.00002398259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000967809,"about_ca_system_score_gemma":0.0002466049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004829229,"about_ca_topic_score_gemma":0.00001786518,"domain_scores_codex":[0.9985469,0.00006167135,0.0005725283,0.0003635708,0.0001398238,0.0003155171],"domain_scores_gemma":[0.9985518,0.0001753558,0.0003449108,0.0002462786,0.0006038173,0.00007778226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007300829,0.00006621303,0.9049193,0.00002961215,0.00007021355,1.238512e-7,0.00002005616,0.0001605114,0.0004242049,0.000004849665,0.0006270546,0.09294783],"study_design_scores_gemma":[0.005002693,0.0009021423,0.9796781,0.0001240876,0.0001218743,0.0000119319,0.00007933543,0.0004261922,0.0006574842,0.00006134973,0.01254449,0.0003903329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966062,0.0001349287,0.0005987165,0.0001295795,0.001099969,0.0005102912,0.0004325332,0.0000309584,0.0004568119],"genre_scores_gemma":[0.9942945,0.00005052693,0.003834733,0.0009252344,0.0006461031,0.00006383392,0.0001275036,0.00002388133,0.00003365308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0925575,"threshold_uncertainty_score":0.6642428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04354266090632091,"score_gpt":0.3739665315014595,"score_spread":0.3304238705951386,"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."}}