{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001522248,0.0001271155,0.0001145359,0.00002562539,0.0008453236,0.00002425687,0.0002812278,0.00005921139,0.0000476882],"category_scores_gemma":[0.00002533172,0.00007637775,0.0001153098,0.00008011936,0.0002603732,0.000007514829,0.00004462891,0.0001067314,0.000003138857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009872336,"about_ca_system_score_gemma":0.0006473146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0224917,"about_ca_topic_score_gemma":0.01405128,"domain_scores_codex":[0.9991528,0.00005193797,0.0001748777,0.0001643511,0.0002215826,0.0002344071],"domain_scores_gemma":[0.9991978,0.00003294541,0.0001568949,0.0001719282,0.0003549469,0.00008544287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002600499,0.0004461031,0.785854,0.0000233216,0.002367853,0.0000281133,0.00725651,0.002308301,0.1176575,0.0008882588,0.04063131,0.03993817],"study_design_scores_gemma":[0.0008929299,0.00001016227,0.990892,0.00003039524,0.00005216159,0.003264889,0.0004758233,0.00006396505,0.001319304,0.0002570859,0.002616507,0.0001248008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443173,0.001072677,0.0003186156,0.05132663,0.0002702847,0.0001420859,0.002299766,0.000005734168,0.0002468719],"genre_scores_gemma":[0.997712,0.0004998651,0.0001627985,0.0004992186,0.0009271516,0.00004161046,0.00006052585,0.00001449237,0.00008236158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2050379,"threshold_uncertainty_score":0.9840176,"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."}}