{"id":"W3156216544","doi":"10.7759/cureus.14610","title":"Targeted Axillary Dissection in Node-Positive Breast Cancer: A Retrospective Study and Cost Analysis","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal General Hospital; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Axillary Lymph Node Dissection; Breast cancer; Axilla; Lymph node; Surgery; Dissection (medical); Sentinel lymph node; Radiology; Cancer; 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":[0.001083433,0.0003857053,0.0005981267,0.002808158,0.0004693792,0.0008710137,0.0005000765,0.0005288092,0.001910727],"category_scores_gemma":[0.003015087,0.0004742348,0.001264943,0.004251061,0.0003629174,0.0006455797,0.0005915338,0.000468289,0.0002968903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001492805,"about_ca_system_score_gemma":0.00066384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027213,"about_ca_topic_score_gemma":0.007936492,"domain_scores_codex":[0.9988171,0.0003313795,0.0001972002,0.0001743076,0.0002779383,0.0002022202],"domain_scores_gemma":[0.9970878,0.0008533668,0.001361891,0.0001125537,0.0003526019,0.0002318939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002135736,0.00005609788,0.9975764,0.00005073287,0.0001152086,0.0002660038,0.00003805675,0.0001012316,0.00003979537,0.00003356726,0.0001192909,0.001390063],"study_design_scores_gemma":[0.0000407633,0.0004590608,0.9953215,0.00003892255,0.0002025686,0.002120589,0.0005056504,0.0007087106,0.00004538511,0.00005382234,0.0004875544,0.00001554895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981523,0.0009255644,0.00009194356,0.00003312943,0.00000343333,0.00003829256,0.0004315722,0.000001761647,0.0003218791],"genre_scores_gemma":[0.9984263,0.0006288878,0.000143681,0.00004088259,0.0000156004,0.00005248226,0.0006083957,0.000002914695,0.00008077786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01027213,"threshold_uncertainty_score":0.02042472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005691658261033002,"score_gpt":0.2654573925599219,"score_spread":0.2597657342988889,"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."}}