{"id":"W4409182720","doi":"10.1245/s10434-025-17236-6","title":"Axillary Surgery After Neoadjuvant Chemotherapy for Breast Cancer: Population-Based Trends Over Time","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":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"Canadian Cancer Society","keywords":"Medicine; Axillary Lymph Node Dissection; Breast cancer; Sentinel lymph node; Surgical oncology; Odds ratio; Neoadjuvant therapy; Population; Confidence interval; Surgery; Oncology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007691215,0.0001776291,0.0002910904,0.0009974232,0.0002706324,0.000782328,0.0003226115,0.0005968892,0.001457559],"category_scores_gemma":[0.002107144,0.0002316959,0.0006455302,0.003263674,0.0002609096,0.0008199161,0.0003872483,0.0006045353,0.0002405401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004617529,"about_ca_system_score_gemma":0.0005190836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01589507,"about_ca_topic_score_gemma":0.01902298,"domain_scores_codex":[0.9994161,0.0001399072,0.00007706907,0.0001732742,0.00009294532,0.0001007662],"domain_scores_gemma":[0.9980162,0.0003137004,0.0009816812,0.0001244168,0.0003315315,0.0002324115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001210228,0.00002093304,0.9974269,0.00001505988,0.00009604893,0.00002312667,0.00009371798,0.00002672838,0.0001299552,0.00002190976,0.0001229109,0.001901608],"study_design_scores_gemma":[0.000001652209,0.0000309346,0.9994311,0.000004066701,0.00002849728,0.0000484015,0.0001904498,0.00004282075,0.00001479433,0.0000110372,0.0001942926,0.00000188667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941077,0.002794347,0.0001443985,0.0002560347,0.00002346234,0.000005276531,0.001685061,0.000006985696,0.0009765751],"genre_scores_gemma":[0.9976469,0.001122086,0.00004674101,0.00005517415,0.00002675774,0.000006145628,0.0008287749,0.000002561498,0.0002649129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01589507,"threshold_uncertainty_score":0.03160512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703596684364691,"score_gpt":0.3408936009486835,"score_spread":0.3238576341050366,"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."}}