{"id":"W4408249173","doi":"10.1245/s10434-025-17129-8","title":"ASO Author Reflections: Uptake of Completion Axillary Lymph Node Dissection in Post-Neoadjuvant Chemotherapy Breast Cancer Patients","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre; University of Calgary","funders":"","keywords":"Medicine; Surgical oncology; Breast cancer; Axillary Lymph Node Dissection; Neoadjuvant therapy; Axillary Dissection; Chemotherapy; Lymph node; Dissection (medical); Axilla; Oncology; General surgery; Mastectomy; Radiology; Internal medicine; Cancer; Sentinel lymph node","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003236706,0.0003009246,0.0004805448,0.0008579317,0.000929771,0.001959344,0.0007121351,0.004820078,0.00618091],"category_scores_gemma":[0.02425966,0.0002940524,0.0004515882,0.001390205,0.0004801338,0.0009193281,0.0004950497,0.00523194,0.003369087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406399,"about_ca_system_score_gemma":0.004293825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008416212,"about_ca_topic_score_gemma":0.0150654,"domain_scores_codex":[0.9981514,0.0005197792,0.0003397352,0.000274729,0.0005147791,0.000199628],"domain_scores_gemma":[0.9696648,0.01670296,0.001887737,0.0005539116,0.008308355,0.002882263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000450723,0.0000872795,0.02743264,0.0002499325,0.00004767408,0.0001678761,0.0002773861,0.00005424493,0.0001928776,0.000269447,0.9493348,0.02143522],"study_design_scores_gemma":[0.0008089112,0.0006688545,0.1493906,0.001854546,0.0007049282,0.001412435,0.004143636,0.0008803975,0.002282928,0.00226648,0.8353944,0.0001919648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0113458,0.004747798,0.0001316756,0.8693778,0.1046219,0.00002999061,0.002079962,0.00003715409,0.007628019],"genre_scores_gemma":[0.1060949,0.01640233,0.0007233483,0.6680364,0.172133,0.0001996165,0.001709396,0.0001185497,0.03458231],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008416212,"threshold_uncertainty_score":0.02067721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03031161407382754,"score_gpt":0.3788923246904476,"score_spread":0.3485807106166201,"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."}}