{"id":"W4365511941","doi":"10.3390/curroncol30040318","title":"De-Implementation of Axillary Staging and Radiotherapy in Low-Risk Breast Cancer Patients Aged 70–79 Years from Six Italian Cancer Institutes","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alleanza Contro il Cancro; Associazione Italiana per la Ricerca sul Cancro; Ministero della Salute","keywords":"Medicine; Lumpectomy; Breast cancer; Radiation therapy; Mastectomy; Sentinel lymph node; Cancer; Oncology; Odds ratio; Internal medicine; Sentinel node; Breast-conserving surgery; Lymph node; Gynecology","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":[0.00205286,0.0002579105,0.000345024,0.001008175,0.0004228507,0.0007805497,0.0008161589,0.0005021631,0.0009451201],"category_scores_gemma":[0.007934728,0.0003066711,0.00073623,0.001582054,0.0003663036,0.0003401421,0.001052298,0.0005558816,0.0002550125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370419,"about_ca_system_score_gemma":0.001619706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04148975,"about_ca_topic_score_gemma":0.05868831,"domain_scores_codex":[0.9983667,0.0004897822,0.0001706786,0.0002517723,0.0002368062,0.0004843227],"domain_scores_gemma":[0.994332,0.0009620457,0.003604327,0.0003649193,0.000263032,0.0004736906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001166468,0.00001386471,0.9985107,0.00001132229,0.00001363724,0.00003635377,0.00006368697,0.00004194705,0.0000249128,0.00001014147,0.0001090632,0.001047817],"study_design_scores_gemma":[0.00000463511,0.00004166593,0.9993052,0.00001238697,0.0000236461,0.00009115165,0.000123535,0.0001398191,0.0000170165,0.000008318624,0.0002296948,0.000002889901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984441,0.0004745285,0.00004362773,0.0001084334,0.00001006338,0.000008752615,0.0003272217,0.000003062549,0.0005801577],"genre_scores_gemma":[0.9988727,0.0002281043,0.0000622746,0.00005354534,0.00001910021,0.00001360539,0.0005870806,0.000002286331,0.0001613837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04148975,"threshold_uncertainty_score":0.08249652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330356456547331,"score_gpt":0.3685843560739857,"score_spread":0.3452807915085124,"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."}}