{"id":"W1763035230","doi":"10.1186/bcr1236","title":"Predictors of positive axillary lymph nodes in breast cancer patients with metastatic sentinel lymph node","year":2005,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"National Cancer Institute; Breast Cancer Research Trust; Cancer Research UK; Cancer Center, University of Colorado; Fundación Ramón Areces","keywords":"Medicine; Breast cancer; Surgical oncology; Sentinel lymph node; Lymph; Axillary lymph nodes; Axillary Lymph Node Dissection; Axillary nodes; Oncology; Axilla; Lymph node; Internal medicine; Cancer; Radiology; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002814745,0.0003382436,0.0004017785,0.0002461873,0.0001467492,0.00002900316,0.0003349606,0.0001060793,0.0001365163],"category_scores_gemma":[0.00001767341,0.0002733032,0.00009510313,0.0005958023,0.0004645614,0.00002853476,0.0003019905,0.0001632276,0.000009239737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005034583,"about_ca_system_score_gemma":0.0006766617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00664078,"about_ca_topic_score_gemma":0.0004884586,"domain_scores_codex":[0.9970829,0.0002175636,0.0003687633,0.0007014508,0.0008346737,0.0007946734],"domain_scores_gemma":[0.998361,0.00004785361,0.000138058,0.0004238259,0.0008606281,0.0001686662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00206351,0.0007251429,0.98436,0.00009790169,0.000621994,0.00000872775,0.0002035271,0.0004510535,0.003645406,0.00001040662,0.0003680709,0.007444275],"study_design_scores_gemma":[0.004378169,0.00002865033,0.98995,0.0003031593,0.00007357108,0.00004097632,0.0001624325,0.00004166975,0.004619079,0.000004941342,0.0001235642,0.0002737605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920963,0.001907263,0.000009798837,0.002313394,0.00007363269,0.0003859009,0.002790142,0.00001474027,0.0004088122],"genre_scores_gemma":[0.9975081,0.0009994709,0.0001100091,0.0001781286,0.0003329378,0.0004561493,0.0001883664,0.00006837002,0.0001584553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007170514,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407498568446106,"score_gpt":0.3086845779733086,"score_spread":0.2946095922888475,"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."}}