{"id":"W4397007641","doi":"10.1016/j.esmoop.2024.103081","title":"75P A multicenter physician survey evaluating Ki-67 use in breast cancer management in Canada","year":2024,"lang":"en","type":"article","venue":"ESMO Open","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Family medicine; Breast cancer; Multicenter study; Cancer; Oncology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006470481,0.0001243836,0.0002268012,0.00007822101,0.00002666846,0.0001217433,0.0002164974,0.00002408601,0.000284486],"category_scores_gemma":[0.00002912935,0.0001117394,0.00002413361,0.0004308594,0.0000119875,0.0003335845,0.00020873,0.0002040051,0.00002161015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453708,"about_ca_system_score_gemma":0.0008287087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974909,"about_ca_topic_score_gemma":0.9981536,"domain_scores_codex":[0.9986418,0.0001044947,0.0002520588,0.0003332912,0.0003546444,0.0003137289],"domain_scores_gemma":[0.999566,0.00006936667,0.0000310326,0.0002080465,0.00004826605,0.00007725968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002822597,0.00002845436,0.9455262,0.00007719851,0.00006276584,0.0007736652,0.0002299437,0.000489228,0.00001665686,0.00003164968,0.006412589,0.04606939],"study_design_scores_gemma":[0.0009828064,0.00001768738,0.9851381,0.001566731,0.00002940134,0.000005786823,0.000483427,0.009884403,0.00002366255,0.000009829177,0.001736108,0.0001220315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928219,0.0001905812,0.000005585046,0.001563233,0.00030928,0.0008112445,0.00007709803,0.00001177954,0.004209329],"genre_scores_gemma":[0.9956995,0.00004807192,0.0002741553,0.003036317,0.00005581699,0.0001141695,0.00003389518,0.00001772625,0.0007203675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04594735,"threshold_uncertainty_score":0.4556601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1812074550108567,"score_gpt":0.4282331428473067,"score_spread":0.24702568783645,"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."}}