{"id":"W1999822909","doi":"10.1245/aso.2003.01.017","title":"Outcomes After Localized Axillary Node Recurrence in Breast Cancer","year":2003,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Breast cancer; Surgical oncology; Sentinel node; Axilla; Mastectomy; Sentinel lymph node; Axillary Lymph Node Dissection; Surgery; Retrospective cohort study; Breast surgery; Breast carcinoma; Stage (stratigraphy); Biopsy; General surgery; Cancer; Internal medicine","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":[0.001136869,0.0002668514,0.000552684,0.0009737497,0.0005637396,0.0006642365,0.0004790367,0.0004970832,0.001538351],"category_scores_gemma":[0.004102607,0.0001677255,0.0006907778,0.001265306,0.000424897,0.0006799601,0.0006686555,0.0006736244,0.0002278927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007871227,"about_ca_system_score_gemma":0.0007043983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009230264,"about_ca_topic_score_gemma":0.01161916,"domain_scores_codex":[0.9992471,0.0003247068,0.00006992665,0.00008758355,0.00009179404,0.0001788489],"domain_scores_gemma":[0.9972939,0.0007873808,0.001027089,0.0001728884,0.0002368431,0.000481923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001132371,0.00008200172,0.9947053,0.00003265099,0.0001404941,0.0001678868,0.0001271755,0.0001076744,0.0001295778,0.00002947898,0.0001615681,0.003183722],"study_design_scores_gemma":[0.00002630928,0.0003565126,0.9987456,0.000008139446,0.0001402959,0.0001853022,0.0002064152,0.00004375354,0.00005979704,0.00005093125,0.0001702728,0.000006629463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971468,0.001361431,0.00003445126,0.0001044231,0.00001228343,0.000007011732,0.0004095378,0.000002582184,0.0009216243],"genre_scores_gemma":[0.9989439,0.0003243363,0.00001037701,0.00004000844,0.00002483553,0.000008137266,0.0003949714,0.000001404354,0.0002519526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009230264,"threshold_uncertainty_score":0.01835304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03063148368349302,"score_gpt":0.3531808537200476,"score_spread":0.3225493700365547,"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."}}