{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007100374,0.0003775607,0.0005312878,0.001729539,0.0004578968,0.0006389776,0.0002762198,0.0004586781,0.003057187],"category_scores_gemma":[0.002064376,0.0001258838,0.0003776774,0.001023106,0.0001934405,0.0003296112,0.0002902831,0.0003251632,0.0006533895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001995198,"about_ca_system_score_gemma":0.0004614752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809999,"about_ca_topic_score_gemma":0.002526643,"domain_scores_codex":[0.9996129,0.0001200469,0.00006306667,0.00005080537,0.00006199761,0.00009134934],"domain_scores_gemma":[0.9992373,0.000299411,0.0001198876,0.00006150195,0.0001210394,0.0001609042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005624268,0.00009782921,0.9852658,0.00001847999,0.00001206783,0.001012666,0.00007885094,0.0001015606,0.002311217,0.00006456958,0.0006054906,0.009869188],"study_design_scores_gemma":[0.0001487363,0.001194379,0.9786988,0.00006278982,0.0001209798,0.006090399,0.0009628896,0.001939025,0.004106195,0.0003972831,0.006260133,0.00001826516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901966,0.000510324,0.001414341,0.0002767432,0.00005342178,0.0002658159,0.0005749325,0.00002338452,0.006684463],"genre_scores_gemma":[0.99615,0.000206212,0.001788527,0.0002569419,0.00005931186,0.0001345097,0.0006207771,0.00001128299,0.0007725173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003057187,"threshold_uncertainty_score":0.01022726,"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."}}