{"id":"W2135696440","doi":"10.1093/annonc/mds080","title":"Concordance among gene expression-based predictors for ER-positive breast cancer treated with adjuvant tamoxifen","year":2012,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":141,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"National Institute of Environmental Health Sciences; Universitat Autònoma de Barcelona; Japan Society for the Promotion of Science; National Cancer Institute; Sociedad Española de Oncología Médica; V Foundation for Cancer Research; Breast Cancer Research Foundation","keywords":"Medicine; Concordance; Tamoxifen; Breast cancer; Oncology; Adjuvant; Internal medicine; Cancer; Gynecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001139074,0.0002266819,0.0003766985,0.00004014826,0.00008507838,0.000003494215,0.0001292192,0.0001685603,0.00002551728],"category_scores_gemma":[0.00002355824,0.0001711098,0.0001044855,0.00007912273,0.0003187178,0.00001065177,0.00005125306,0.00005374698,0.000001147479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004088087,"about_ca_system_score_gemma":0.000196861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000313514,"about_ca_topic_score_gemma":0.0001414725,"domain_scores_codex":[0.9988524,0.00007520378,0.0002217074,0.0003100493,0.0001062386,0.000434413],"domain_scores_gemma":[0.9989564,0.00007265274,0.0002529917,0.0002374614,0.0003429661,0.0001375122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003699209,0.0006866467,0.864248,0.00004311838,0.0005736044,0.000005311502,0.0002237919,0.0001564197,0.1169209,0.00001143396,0.005294516,0.008137067],"study_design_scores_gemma":[0.001960414,0.001223768,0.4155321,0.00004902541,0.00009955877,0.00001535742,0.00005854254,0.000009268176,0.5783747,0.000004309436,0.002505957,0.0001670269],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943151,0.001893398,0.0006405679,0.0008353433,0.0001325528,0.0004554463,0.001234614,0.00001652928,0.0004763877],"genre_scores_gemma":[0.9971578,0.0001883366,0.000798039,0.0005761825,0.0003641219,0.000534966,0.0002545456,0.00003291938,0.00009315021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4614538,"threshold_uncertainty_score":0.6977656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02268163633089082,"score_gpt":0.3172172671106255,"score_spread":0.2945356307797347,"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."}}