{"id":"W1991832229","doi":"","title":"Non-Sentinel Lymph Node Metastasis is Hard to Predict by Clinicopathological Factors if SLN Metastasis in Two or Fewer Nodes in Breast Cancer","year":2014,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sentinel lymph node; Metastasis; Breast cancer; Biopsy; Oncology; Lymphovascular invasion; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001004258,0.0003767009,0.0009522325,0.0003080392,0.00005351389,0.00003662349,0.0002422105,0.00009560909,0.0001218037],"category_scores_gemma":[0.000271166,0.0002599437,0.0004518583,0.0003380992,0.00008263591,0.00002549068,0.000157414,0.0002313305,0.00000649673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000126401,"about_ca_system_score_gemma":0.0002146444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001132942,"about_ca_topic_score_gemma":0.00002758075,"domain_scores_codex":[0.9973607,0.0002334999,0.001047302,0.0004565965,0.0003997654,0.0005021189],"domain_scores_gemma":[0.9985703,0.0002000499,0.000522242,0.0002783788,0.0002081596,0.0002208762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007782704,0.0005785195,0.9687449,0.00004227725,0.0001799349,0.00002100995,0.00008307728,0.0001250056,0.002386482,4.94917e-7,0.0154683,0.01159173],"study_design_scores_gemma":[0.001689954,0.00003296228,0.9847438,0.0002943659,0.0001590699,0.00006271779,0.0000796858,0.00002015957,0.006408814,0.000007478286,0.006192565,0.0003084317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994339,0.002369018,0.0002821434,0.001459163,0.001004254,0.0001064399,0.0004152204,0.000005972189,0.00001877216],"genre_scores_gemma":[0.9959971,0.002772876,0.0001353045,0.0005447445,0.0004124276,0.00003789856,0.00003969872,0.00003244243,0.00002755612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0159989,"threshold_uncertainty_score":0.9999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04289858392544176,"score_gpt":0.3461083138874594,"score_spread":0.3032097299620177,"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."}}