{"id":"W2031007390","doi":"10.1111/j.1524-4741.2008.00617.x","title":"National Adoption of Sentinel Node Biopsy for Breast Cancer: Lessons Learned from the Canadian Experience","year":2008,"lang":"en","type":"article","venue":"The Breast Journal","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Queen Elizabeth II Health Sciences Centre; Dalhousie University; St. Joseph’s Healthcare Hamilton; McMaster University; Hôpital du Saint-Sacrement; Juravinski Cancer Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Sentinel lymph node; Breast cancer; Axillary Lymph Node Dissection; Biopsy; Sentinel node; Breast-conserving surgery; Axilla; General surgery; Ductal carcinoma; Cancer; Surgery; Mastectomy; Radiology; Internal medicine","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":[0.00455567,0.0003094303,0.0004136133,0.001132263,0.003443959,0.002709812,0.001934592,0.0009257835,0.00209521],"category_scores_gemma":[0.01776355,0.0003417489,0.0003675104,0.003839809,0.002385931,0.001592855,0.001777926,0.001646574,0.0001564626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05582724,"about_ca_system_score_gemma":0.1202983,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940581,"about_ca_topic_score_gemma":0.9967867,"domain_scores_codex":[0.9948348,0.0006276477,0.0003267174,0.000400929,0.002452597,0.001357304],"domain_scores_gemma":[0.9765493,0.002827373,0.002063522,0.0003715141,0.01202365,0.006164607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001567814,0.0001544552,0.7862681,0.0006977943,0.00005082049,0.0007590886,0.03978747,0.000470963,0.0002836768,0.001677096,0.02305307,0.1466407],"study_design_scores_gemma":[0.00002584472,0.0001405037,0.9005635,0.0009475851,0.00006236973,0.0004929894,0.06094688,0.000770519,0.0001891133,0.0002891016,0.03547459,0.00009694529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076723,0.01390124,0.0006071313,0.05425094,0.0003759062,0.0001154834,0.001309462,0.00005938682,0.02170807],"genre_scores_gemma":[0.9820873,0.01263507,0.0008491158,0.002515751,0.00005628186,0.00003016817,0.0004455001,0.00002308065,0.001357681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05582724,"threshold_uncertainty_score":0.4050568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05007136310983229,"score_gpt":0.3075215222293979,"score_spread":0.2574501591195656,"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."}}