{"id":"W2625696367","doi":"10.1200/jco.2017.35.15_suppl.522","title":"Multi-institutional comparison of breast cancer risk stratification by 70-gene signature and 21-gene assay.","year":2017,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Risk stratification; Internal medicine; Breast cancer; Gene; Oncology; Gastroenterology; Cancer; Genetics; Biology","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":[0.003939001,0.0003451777,0.0003895001,0.001423248,0.0003565968,0.0006694503,0.0004645039,0.0004242128,0.0009857124],"category_scores_gemma":[0.007704916,0.0002341617,0.0005396542,0.001274611,0.0003124037,0.00051362,0.001084009,0.0003853488,0.0003123918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007689059,"about_ca_system_score_gemma":0.0004739625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004732237,"about_ca_topic_score_gemma":0.007193226,"domain_scores_codex":[0.9969268,0.001573087,0.0002027243,0.0005142338,0.0004705604,0.0003124338],"domain_scores_gemma":[0.9933481,0.002082035,0.002184983,0.0006326695,0.0009493125,0.0008028891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009986061,0.00004413399,0.9954271,0.000009557615,0.0001500525,0.00003115881,0.00005806136,0.0001414392,0.0002369245,0.00001339206,0.000189227,0.002700202],"study_design_scores_gemma":[0.00006924305,0.000536419,0.9974445,0.000007086858,0.0001354612,0.000172763,0.0002095131,0.0008683403,0.0002917762,0.00002555249,0.0002271842,0.00001213895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987491,0.0001644657,0.0002284418,0.00003469011,0.000009205018,0.00002442934,0.0004223457,0.00001049002,0.0003567854],"genre_scores_gemma":[0.9988863,0.00002980433,0.0002033709,0.00002346845,0.00001230925,0.00001695162,0.0007637195,0.000003657162,0.00006045674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004732237,"threshold_uncertainty_score":0.0208317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07142758529915959,"score_gpt":0.4483907524435584,"score_spread":0.3769631671443988,"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."}}