{"id":"W4385650458","doi":"10.3390/curroncol30080542","title":"Axillary Management in Breast Cancer Patients Undergoing Upfront Surgery: Results from a Nationwide Survey on Behalf of the Clinical Oncology Breast Cancer Group (COBCG) and the Breast Cancer Study Group of the Italian Association of Radiotherapy and Clinical Oncology (AIRO)","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Axillary Lymph Node Dissection; Radiation therapy; Breast-conserving surgery; Sentinel node; Cancer; Axillary Dissection; Lymphovascular invasion; Clinical Practice; Oncology; Internal medicine; Sentinel lymph node; General surgery; Family medicine; Mastectomy; Metastasis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008614895,0.000108381,0.0001393916,0.0006112206,0.0001450573,0.0002936266,0.0002392065,0.0002913792,0.001274921],"category_scores_gemma":[0.001967981,0.0001357126,0.000202757,0.001063456,0.0001808052,0.0002576478,0.0004887021,0.0002736945,0.0002946125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003279768,"about_ca_system_score_gemma":0.0002890807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006877466,"about_ca_topic_score_gemma":0.008880378,"domain_scores_codex":[0.999422,0.0001949772,0.00007861132,0.00008511916,0.0001221284,0.00009719597],"domain_scores_gemma":[0.9982009,0.0002936176,0.001062324,0.00007993384,0.0001327557,0.0002304415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003319661,0.00003026941,0.9981676,0.0000186536,0.000008571542,0.00002477579,0.000179299,0.0000173348,0.00010401,0.000005262087,0.0001923906,0.001218602],"study_design_scores_gemma":[0.000002150537,0.0000393521,0.9993522,0.000006373582,0.000005377033,0.00006413719,0.0002678882,0.0000338596,0.00001503421,0.000002031413,0.0002105391,0.000001115955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981997,0.0001994641,0.0000391256,0.00007990951,0.000004852041,0.00001858218,0.0007377975,0.000002613782,0.0007179453],"genre_scores_gemma":[0.9986724,0.0001987309,0.00006762795,0.00008282063,0.000009094794,0.0000269912,0.0007581154,0.000001691787,0.0001826313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006877466,"threshold_uncertainty_score":0.01367486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07209901386490353,"score_gpt":0.4084359065285311,"score_spread":0.3363368926636275,"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."}}