{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005763791,0.00041866,0.0002984051,0.0004844109,0.001767023,0.0005914552,0.0005203744,0.0004683544,0.002736848],"category_scores_gemma":[0.001527305,0.0002275652,0.000283754,0.001212598,0.000720916,0.0002276356,0.0005483002,0.0005679441,0.0003192377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006054712,"about_ca_system_score_gemma":0.01074555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6557489,"about_ca_topic_score_gemma":0.7752478,"domain_scores_codex":[0.999374,0.0001060487,0.00002429933,0.00006931735,0.0002300921,0.0001962903],"domain_scores_gemma":[0.9994105,0.0000925835,0.00007798684,0.00003053805,0.0001596583,0.0002286933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001297195,0.001070627,0.7813536,0.0006303273,0.0001079669,0.02913327,0.008652927,0.0008032945,0.008055968,0.001076674,0.006785611,0.1610326],"study_design_scores_gemma":[0.0003527245,0.003805845,0.8388464,0.0004095318,0.0002099132,0.09196049,0.01002514,0.001133844,0.002799841,0.0003800219,0.04990448,0.000171808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849358,0.004160983,0.0003439163,0.00105389,0.00006390605,0.00009844115,0.0001535414,0.00001462382,0.009174915],"genre_scores_gemma":[0.9910517,0.005478404,0.0006930257,0.0005411223,0.00004442659,0.00002106311,0.0001361165,0.00001385389,0.002020198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3442511,"threshold_uncertainty_score":0.6925569,"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."}}