{"id":"W1559552676","doi":"10.1186/bcr934","title":"Ratios of involved nodes in early breast cancer","year":2004,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency","funders":"Magyar Tudományos Akadémia","keywords":"Medicine; Breast cancer; Lymph node; Hazard ratio; Axillary Lymph Node Dissection; Odds ratio; Confidence interval; Epidemiology; Internal medicine; Lymph; Node (physics); Dissection (medical); Proportional hazards model; Surveillance, Epidemiology, and End Results; Oncology; Cancer; Surgery; Pathology; Cancer registry; Sentinel lymph node","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":[0.0003276456,0.0002192448,0.0002857321,0.0001948123,0.0001204269,0.00002691157,0.0003431969,0.0001443956,0.0001161049],"category_scores_gemma":[0.00002214699,0.0001994234,0.00009086294,0.0005609365,0.0003924383,0.00001537938,0.000256215,0.000238049,0.00001403639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003485729,"about_ca_system_score_gemma":0.0008244358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0385328,"about_ca_topic_score_gemma":0.01572943,"domain_scores_codex":[0.9978906,0.0001198779,0.0002968226,0.0005436543,0.0005226774,0.000626388],"domain_scores_gemma":[0.998836,0.00002306902,0.00007612466,0.0004307109,0.0005126541,0.0001214725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00179877,0.000511987,0.8340783,0.0001364098,0.0002920456,0.00001955243,0.000711845,0.0007581703,0.1471492,0.0003310205,0.0007301948,0.01348256],"study_design_scores_gemma":[0.002726167,0.00007175338,0.9414922,0.0002362043,0.00001587164,0.00002759798,0.000274374,0.000003408965,0.05437424,0.0002243946,0.0003324605,0.0002213463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916424,0.002800155,0.00002017632,0.003926616,0.00010764,0.0003660466,0.0007546696,0.00001292093,0.000369411],"genre_scores_gemma":[0.9971198,0.001536672,0.00008107057,0.0000935573,0.0003814149,0.0005716576,0.00003099024,0.0000421481,0.0001426646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1074139,"threshold_uncertainty_score":0.9678697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03700942662397633,"score_gpt":0.360943594744124,"score_spread":0.3239341681201477,"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."}}