{"id":"W1591142329","doi":"10.1002/jso.23720","title":"Axillary reverse mapping in breast cancer: A Canadian experience","year":2014,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; St. Joseph's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Lymphedema; Sentinel lymph node; Axillary Lymph Node Dissection; Breast cancer; Sentinel node; Surgery; Biopsy; Lymphatic system; Lymph node; Radiology; Cancer; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002528649,0.0001070402,0.0002897498,0.0001115089,0.00004647706,0.000005959592,0.0001474476,0.0001403562,0.00007907794],"category_scores_gemma":[0.00002273077,0.00008796781,0.00009001543,0.0001166774,0.00009997988,0.000006229472,0.00003453819,0.000144469,0.000003593019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002737075,"about_ca_system_score_gemma":0.0004285845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008535908,"about_ca_topic_score_gemma":0.01531558,"domain_scores_codex":[0.9990644,0.0001088948,0.0003128202,0.0001483048,0.00009849732,0.0002670552],"domain_scores_gemma":[0.9993853,0.00003660425,0.0001667468,0.0001025791,0.0001112481,0.0001975508],"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":[0.001142422,0.0004103382,0.7377598,0.000030841,0.0003127462,0.002314845,0.001543018,0.0003088154,0.0139686,0.0002339436,0.01487045,0.2271041],"study_design_scores_gemma":[0.001782197,0.0001785535,0.1089833,0.00004517974,0.00001365292,0.002345861,0.0003626249,0.000009174917,0.0003907851,0.00003223498,0.8857337,0.0001226947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788836,0.001359866,0.00003322567,0.01455687,0.0005223309,0.00006043576,0.00001518065,0.000002386023,0.004566127],"genre_scores_gemma":[0.9952118,0.003133919,0.0002246009,0.0008269035,0.0005343668,0.000009005133,0.000002455689,0.000008478441,0.00004844233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8708633,"threshold_uncertainty_score":0.9980664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252570363863773,"score_gpt":0.2836246275870646,"score_spread":0.2710989239484268,"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."}}