{"id":"W2072761001","doi":"10.1186/bcr3481","title":"Proliferation and estrogen signaling can distinguish patients at risk for early versus late relapse among estrogen receptor positive breast cancers","year":2013,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Clinical Research Institute","funders":"Associazione Italiana per la Ricerca sul Cancro; Breast Cancer Research Foundation","keywords":"Surgical oncology; Estrogen; Breast cancer; Estrogen receptor; Medicine; Oncology; Internal medicine; Bioinformatics; Cancer research; Cancer; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002315691,0.0003000497,0.0002452264,0.00008236786,0.0007272024,0.0001219006,0.000194862,0.0001611739,0.00007743295],"category_scores_gemma":[0.000106185,0.0002816849,0.00009738073,0.0001854978,0.0003552178,0.00002662776,0.0002819869,0.0002089599,0.00001491632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000733953,"about_ca_system_score_gemma":0.0002047875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02109089,"about_ca_topic_score_gemma":0.00204786,"domain_scores_codex":[0.9975759,0.0001922101,0.0002594547,0.0007744277,0.0004306831,0.0007672604],"domain_scores_gemma":[0.9981287,0.00009110801,0.0001557241,0.0003030304,0.001038912,0.0002824891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003143944,0.00009242455,0.9706061,0.00004441162,0.0005827703,0.000001394555,0.0005764955,0.00006881577,0.006294498,0.00001431592,0.002186152,0.01638862],"study_design_scores_gemma":[0.005957399,0.0007463725,0.9786698,0.0001382721,0.0001346585,0.00001192549,0.0002192303,0.0001620966,0.01288273,0.00003598396,0.0005212519,0.0005202502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931956,0.0007070145,0.000007886536,0.0005325409,0.0002019213,0.001494944,0.003745283,0.00002354519,0.00009125037],"genre_scores_gemma":[0.9958687,0.0003447481,0.0001773091,0.00002786067,0.0005763833,0.002104174,0.000509139,0.00007141934,0.0003202359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01904303,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647578821053815,"score_gpt":0.2959816128204065,"score_spread":0.2795058246098683,"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."}}