{"id":"W2062914420","doi":"10.1245/aso.2003.06.004","title":"Sentinel Lymph Node Biopsy in Breast Cancer: Canadian Practice Patterns","year":2003,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Dalhousie University","funders":"","keywords":"Medicine; Surgical oncology; Breast cancer; Sentinel lymph node; Axillary Lymph Node Dissection; Biopsy; Sentinel node; General surgery; Dissection (medical); Clinical trial; Lymph node; Axillary Dissection; Cancer; Surgery; 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":[0.002215736,0.0004055407,0.0004233527,0.003805045,0.002233502,0.001432105,0.001564985,0.0007900161,0.005896871],"category_scores_gemma":[0.01479563,0.0005228096,0.0003684816,0.01277074,0.001009591,0.0006040251,0.001261156,0.0007310657,0.0003387191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02091024,"about_ca_system_score_gemma":0.04447101,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9772567,"about_ca_topic_score_gemma":0.9900732,"domain_scores_codex":[0.9971539,0.0003986698,0.0003492195,0.0003337918,0.001209661,0.000554794],"domain_scores_gemma":[0.9850294,0.002373408,0.002716755,0.0002812203,0.006468003,0.003131209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001192586,0.00002657149,0.9789012,0.0001479356,0.00003211301,0.0002524926,0.002221203,0.0001258592,0.0003861462,0.0004157341,0.002823994,0.01454758],"study_design_scores_gemma":[0.00002773766,0.00004132285,0.9874681,0.0001690713,0.00003508938,0.0005719917,0.005491065,0.0003765297,0.0001453735,0.0001081999,0.00553618,0.00002930039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572527,0.008501181,0.0003979874,0.009383622,0.00008525233,0.0001502614,0.006028163,0.00004435027,0.01815637],"genre_scores_gemma":[0.9912596,0.004611471,0.0006305376,0.0009215921,0.00003073541,0.00003252278,0.0009211352,0.00002114909,0.001571291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02274334,"threshold_uncertainty_score":0.1517151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780939845993022,"score_gpt":0.3406633898526635,"score_spread":0.3128539913927332,"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."}}