{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003436333,0.0001912051,0.0001793764,0.000361158,0.0001840706,0.000250808,0.0001319393,0.0002570006,0.001064285],"category_scores_gemma":[0.001838263,0.000130901,0.0001353646,0.0004921709,0.0002415801,0.0002129148,0.0001423812,0.0003374133,0.0001366123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001488484,"about_ca_system_score_gemma":0.0002882531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366953,"about_ca_topic_score_gemma":0.002838962,"domain_scores_codex":[0.9998541,0.0000629821,0.00001351337,0.00001436804,0.00003382847,0.00002119206],"domain_scores_gemma":[0.9991671,0.0003221962,0.0002419427,0.00002594316,0.0000759834,0.0001669251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00016217,0.00003157814,0.9977609,0.000006807677,0.00001120716,0.00008825299,0.00002126706,0.00004254182,0.0006809934,0.0000149566,0.00003010384,0.001149237],"study_design_scores_gemma":[0.00001118901,0.0002102041,0.9981558,0.000004118324,0.00003016715,0.0007207909,0.0001127023,0.0001887493,0.0003587992,0.00005601453,0.0001491446,0.000002386301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993906,0.0002491793,0.00003427244,0.0000339472,0.000003313583,0.000001797599,0.00003268939,8.902241e-7,0.0002533129],"genre_scores_gemma":[0.9996557,0.0001027263,0.00005721055,0.00001155394,0.000009079369,0.000002417076,0.00004871695,3.942217e-7,0.000112196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001366953,"threshold_uncertainty_score":0.003560364,"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."}}