{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001884384,0.0001704648,0.0004148637,0.00004891504,0.00002193942,0.000002897385,0.0001050519,0.0001900764,0.000214659],"category_scores_gemma":[0.00001989291,0.0001373872,0.0001321006,0.0001283843,0.0002031367,0.000004268302,0.00007182476,0.00008852477,0.000008831547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002532259,"about_ca_system_score_gemma":0.0001415594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002171776,"about_ca_topic_score_gemma":0.000220776,"domain_scores_codex":[0.9987906,0.0001652259,0.0003001027,0.0003179366,0.0001071271,0.0003189581],"domain_scores_gemma":[0.999445,0.00006071487,0.00009503907,0.0002055423,0.0001168929,0.00007687907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00148749,0.0006489234,0.9733958,0.0000273306,0.0002073429,0.0001815841,0.00007694343,0.00004258014,0.0003412651,0.0002903837,0.003454006,0.01984634],"study_design_scores_gemma":[0.002562845,0.0001563632,0.3966339,0.0000391876,0.00002285717,0.0001063896,0.00004885721,0.000001989652,0.004765305,0.0001902192,0.5952275,0.0002445266],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662852,0.007604357,0.00001397174,0.01775622,0.0003163803,0.000178765,0.0001552895,0.000009764661,0.007680047],"genre_scores_gemma":[0.9822849,0.01595511,0.0001319607,0.001325151,0.00004931874,0.000116262,0.00001433533,0.00001257112,0.0001103961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5917735,"threshold_uncertainty_score":0.5602487,"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."}}