{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001233226,0.0002448117,0.0002600458,0.0006976873,0.0002283976,0.0003410041,0.0002465554,0.0003020571,0.001593007],"category_scores_gemma":[0.003067879,0.0001810549,0.0002371581,0.0006786404,0.0004111684,0.0004082538,0.0002715359,0.0003494236,0.0002637196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001625439,"about_ca_system_score_gemma":0.0003380956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004934975,"about_ca_topic_score_gemma":0.001278677,"domain_scores_codex":[0.9995261,0.0001837438,0.00007093204,0.00005953179,0.0001093711,0.00005036113],"domain_scores_gemma":[0.9971741,0.001204822,0.001059763,0.0001222838,0.0001883431,0.0002506843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000996888,0.00001435389,0.9973979,0.00001996845,0.00001325128,0.0001256155,0.00001793385,0.00002989446,0.0004083208,0.000007998742,0.00002579552,0.001839281],"study_design_scores_gemma":[0.000006880593,0.0001438432,0.9967664,0.00001226202,0.00004146142,0.001968947,0.0001412417,0.0002096596,0.0003285405,0.0001085456,0.0002683127,0.000003764107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982321,0.001103078,0.0001589685,0.00006528179,0.000009019576,0.000005398269,0.00004591672,0.000001835942,0.0003784594],"genre_scores_gemma":[0.9993796,0.0003019252,0.0001454334,0.0000148617,0.00002035162,0.000003853412,0.00005938896,9.007517e-7,0.0000735807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001593007,"threshold_uncertainty_score":0.00652194,"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."}}