{"id":"W4417457497","doi":"10.1245/s10434-025-18905-2","title":"ASO Author Reflections: Neoadjuvant Chemotherapy and Prediction of Residual Axillary Disease in 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":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Surgical oncology; Breast cancer; Chemotherapy; Neoadjuvant therapy; Axilla; Residual; Disease","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":[0.004142778,0.0004439426,0.0007693421,0.001098874,0.001013084,0.002641846,0.0008725646,0.005061795,0.004465051],"category_scores_gemma":[0.02308646,0.0003597878,0.0006603753,0.00126581,0.0006213407,0.001075584,0.0005142358,0.006794171,0.003610338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009154362,"about_ca_system_score_gemma":0.003885292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004405002,"about_ca_topic_score_gemma":0.009262004,"domain_scores_codex":[0.9980508,0.0005026711,0.0004085328,0.0002925168,0.0005832486,0.0001622426],"domain_scores_gemma":[0.9691459,0.01687731,0.001125378,0.0005874137,0.009680973,0.00258305],"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":[0.0007888178,0.0001323717,0.02010347,0.0002624988,0.00008506166,0.0002216205,0.0001886848,0.00009753045,0.0003075593,0.000395353,0.9471648,0.03025224],"study_design_scores_gemma":[0.001357304,0.0009557334,0.0806947,0.001854862,0.001404585,0.001863558,0.002049296,0.001815885,0.00327415,0.004029071,0.9004365,0.000264315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006819356,0.009764216,0.0002535074,0.73891,0.2371313,0.00003472083,0.001002295,0.00003961018,0.006045018],"genre_scores_gemma":[0.06114762,0.02322256,0.001029774,0.4511817,0.4337961,0.0001660499,0.0009005965,0.000107233,0.02844839],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.005061795,"threshold_uncertainty_score":0.02190936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827063599968389,"score_gpt":0.3695605562900961,"score_spread":0.3412899202904122,"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."}}