{"id":"W2980077999","doi":"10.1245/s10434-019-07809-7","title":"Axillary Lymph Node Ultrasound Following Neoadjuvant Chemotherapy in Biopsy-Proven Node-Positive Breast Cancer: Results from the SN FNAC Study","year":2019,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Maisonneuve-Rosemont; Health Sciences Centre; University of Toronto; Jewish General Hospital; Sunnybrook Health Science Centre; Université de Montréal; Centre Hospitalier de l’Université de Montréal; Université Laval; Centre Intégré de Santé et de Services Sociaux des Laurentides; Cegep de Saint Jerome; McGill University Health Centre; McGill University","funders":"Fondation du cancer du sein du Québec; Cancer Research Society","keywords":"Medicine; Axilla; Breast cancer; Biopsy; Sentinel node; Sentinel lymph node; Axillary Lymph Node Dissection; Radiology; Surgical oncology; Lymph node; Chemotherapy; Neoadjuvant therapy; Cancer; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000723985,0.0002525156,0.0002145718,0.000519047,0.0001987059,0.000346438,0.0001707067,0.000254114,0.0006358494],"category_scores_gemma":[0.001611112,0.0001403013,0.0002327913,0.0006655161,0.0002202955,0.0002375037,0.0001842007,0.0001620061,0.0001648242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003186478,"about_ca_system_score_gemma":0.0004275181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229209,"about_ca_topic_score_gemma":0.0183485,"domain_scores_codex":[0.9997095,0.0001379828,0.00002574341,0.00003624203,0.00006406901,0.00002634188],"domain_scores_gemma":[0.9993076,0.0002546349,0.0001195004,0.00004773163,0.0001658133,0.0001047154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001066556,0.00007370431,0.992985,0.00002027172,0.00006542099,0.0001333002,0.0001481703,0.00005375327,0.001221638,0.00001265935,0.00007986096,0.004139617],"study_design_scores_gemma":[0.00001775965,0.0002908988,0.9985974,0.000005599954,0.0001050393,0.0002124208,0.0001982024,0.00005306171,0.0001887712,0.000009709998,0.0003187287,0.000002406866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985254,0.0004789289,0.00002987732,0.00002417503,0.000005306525,0.000006654083,0.0001731306,8.324893e-7,0.0007557724],"genre_scores_gemma":[0.9988198,0.0004280946,0.00005003115,0.00002826024,0.0000113631,0.000006594303,0.0003476689,0.000001066,0.0003071808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01229209,"threshold_uncertainty_score":0.02444106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929590815495893,"score_gpt":0.3188074688844184,"score_spread":0.2995115607294595,"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."}}