{"id":"W2503815376","doi":"10.1016/j.breast.2016.07.012","title":"Effects of a regional guideline for completion axillary lymph node dissection in women with breast cancer to reduce variation in surgical practice: A qualitative study of physicians' views","year":2016,"lang":"en","type":"article","venue":"The Breast","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Hamilton Health Sciences; Juravinski Hospital; McMaster University; University of Toronto","funders":"","keywords":"Medicine; Guideline; Multidisciplinary approach; Breast cancer; Sentinel lymph node; Family medicine; Axillary Lymph Node Dissection; Cancer; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004067071,0.0001263829,0.0002410527,0.00004900647,0.00003146743,0.00000284848,0.00008138322,0.00003611664,0.000002042795],"category_scores_gemma":[0.00004252459,0.0000736723,0.00002727658,0.0001953041,0.00005569641,0.00001195525,0.00003899843,0.00002451543,3.355771e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472272,"about_ca_system_score_gemma":0.00006066299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481898,"about_ca_topic_score_gemma":0.0005076755,"domain_scores_codex":[0.9988638,0.0002926619,0.0002913878,0.0002466576,0.0001512761,0.0001542444],"domain_scores_gemma":[0.9991803,0.0001720016,0.0002279464,0.0001636906,0.0002365972,0.00001951166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.1063682,0.009440633,0.01603051,0.0003552155,0.001499845,0.00001403989,0.1250621,0.001050625,0.6514859,0.0002409529,0.0008630131,0.08758903],"study_design_scores_gemma":[0.01021404,0.000856955,0.9688531,0.0004713734,0.0001001684,0.0001198058,0.01444921,0.00001871248,0.004214237,0.00006716207,0.0004235618,0.0002117088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938655,0.0001277961,0.0007837975,0.004258331,0.00003089295,0.0007950562,0.0001202105,0.000003348256,0.0000151061],"genre_scores_gemma":[0.9987574,0.00005079446,0.0001616891,0.0001241672,0.0001006155,0.0007662281,0.00001385199,0.00001351109,0.00001171766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9528226,"threshold_uncertainty_score":0.3004269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603731081917086,"score_gpt":0.3455489956408191,"score_spread":0.3295116848216482,"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."}}