{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004792512,0.0001386264,0.0002179188,0.0000422488,0.00008137159,0.00001863944,0.00004260112,0.00006176456,0.00003222949],"category_scores_gemma":[0.00001998393,0.0001336957,0.00006047746,0.0004236348,0.00004221963,0.000005297856,0.0001002101,0.00006125083,7.397879e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001388824,"about_ca_system_score_gemma":0.0000480027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567117,"about_ca_topic_score_gemma":0.01802238,"domain_scores_codex":[0.9991345,0.00006671041,0.0001169282,0.0004377852,0.00008725529,0.0001568549],"domain_scores_gemma":[0.9995713,0.000005875554,0.00004479472,0.0001971613,0.0001381095,0.00004275602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001202661,0.0003274044,0.9887081,0.000003001473,0.001685104,0.00004553894,0.0005123352,0.00003962942,0.007418896,0.000004923307,0.00007998662,0.001054846],"study_design_scores_gemma":[0.0008087819,0.00007181973,0.9926273,0.000007488483,0.0004007667,0.00002708732,0.001443107,0.00002923303,0.004384525,0.00001030249,0.00005170382,0.0001379031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941604,0.004664473,0.00006587248,0.0002776744,0.00008732374,0.0001974904,0.0002799914,0.00000904528,0.000257779],"genre_scores_gemma":[0.9985429,0.0009149699,0.00003346028,0.0000649936,0.00008846792,0.0001082637,0.0001661571,0.00001142076,0.00006933691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01645526,"threshold_uncertainty_score":0.9998962,"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."}}