{"id":"W4416696033","doi":"10.1245/s10434-025-18783-8","title":"Axillary Management in Breast Cancer Patients with Positive Lymph Nodes Following Neoadjuvant Chemotherapy","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Surgical oncology; Breast cancer; Chemotherapy; Axilla; Axillary lymph nodes; Neoadjuvant therapy; Axillary nodes; Lymph","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":[0.0003745827,0.000109259,0.0001639614,0.0003882792,0.0003239728,0.0003790509,0.0001259146,0.0002565843,0.001313682],"category_scores_gemma":[0.001508707,0.0001105098,0.0001489066,0.0004879388,0.0001378572,0.0002404828,0.0001733837,0.0002757283,0.0001607365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00029705,"about_ca_system_score_gemma":0.0003450707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001591935,"about_ca_topic_score_gemma":0.004383791,"domain_scores_codex":[0.9997854,0.0001007544,0.00002051082,0.00001818287,0.00003803383,0.0000372094],"domain_scores_gemma":[0.9996192,0.0001749587,0.0001053246,0.00001264893,0.00002965203,0.00005815011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001558224,0.0002188696,0.9873607,0.00003517529,0.00002487967,0.0004304814,0.0002255416,0.00005416065,0.001456417,0.00002982533,0.0001075283,0.008498241],"study_design_scores_gemma":[0.00002947654,0.001310929,0.9961957,0.0000151084,0.00006166017,0.0006449793,0.0005743802,0.00005901762,0.0003640118,0.00003911667,0.0007018187,0.000003749244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996684,0.001154922,0.00002270383,0.00007663851,0.00001377146,0.000008426036,0.0000493622,7.95952e-7,0.00198925],"genre_scores_gemma":[0.9988143,0.0005628412,0.00003327813,0.00006532553,0.00002543887,0.000009926507,0.0000665798,5.135956e-7,0.0004217354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001591935,"threshold_uncertainty_score":0.00439471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009297453736465547,"score_gpt":0.3104035367677865,"score_spread":0.301106083031321,"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."}}