{"id":"W4404366292","doi":"10.2139/ssrn.5010006","title":"High Ki67 Expression is Associated with Increased Risk of Distant Recurrence in Oncotype Dx Low Risk Breast Cancer","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Breast cancer; Oncology; Medicine; Internal medicine; Gynecology; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001635105,0.0001981385,0.0002651375,0.0007188209,0.000220139,0.0006516001,0.0002136864,0.0003835059,0.004041377],"category_scores_gemma":[0.00133052,0.0002348179,0.0002234769,0.0006907752,0.0001818299,0.0001777168,0.0002998819,0.0004666803,0.000492935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308572,"about_ca_system_score_gemma":0.0001303086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001299716,"about_ca_topic_score_gemma":0.001143624,"domain_scores_codex":[0.9998949,0.0000219934,0.000008859382,0.00002306846,0.00002046637,0.00003070137],"domain_scores_gemma":[0.9993621,0.0001576979,0.000257275,0.0000481412,0.00004940853,0.0001253421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006556114,0.0000315292,0.9898315,0.00002566684,0.0000681953,0.0002712261,0.00004983758,0.0000491256,0.004166145,0.00004045276,0.0002357141,0.004575062],"study_design_scores_gemma":[0.000006348682,0.0000480164,0.9983572,0.00000477015,0.00005955683,0.000602708,0.00007541314,0.0001174517,0.0003818439,0.0001025572,0.000241242,0.000002874362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983068,0.0006566401,0.0001380533,0.00007171152,0.00001601338,0.000001290138,0.0001978893,0.000008696044,0.0006028471],"genre_scores_gemma":[0.9987416,0.0002401731,0.0000573226,0.00001764676,0.00001753002,0.000001562331,0.000242456,0.000006765931,0.0006750904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004041377,"threshold_uncertainty_score":0.01351976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003303084767412079,"score_gpt":0.2283709591102194,"score_spread":0.2250678743428073,"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."}}