{"id":"W4410809731","doi":"10.1200/jco.2025.43.16_suppl.e12592","title":"Survival outcomes following upfront surgery vs neoadjuvant chemotherapy for triple-negative and HER2-positive T1c and T2 breast cancer: A retrospective, population-based cohort study.","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Breast cancer; Oncology; Retrospective cohort study; Triple-negative breast cancer; Chemotherapy; Neoadjuvant therapy; Internal medicine; Cancer; Cohort; Population; Overall survival; Triple negative; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006848354,0.0002576954,0.0004143278,0.0007019162,0.0006059047,0.0006849562,0.0005030116,0.0005283587,0.001342749],"category_scores_gemma":[0.002054876,0.0003613178,0.0007569672,0.001496567,0.0003088099,0.0005093342,0.0004603702,0.0006337723,0.0002157016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001364505,"about_ca_system_score_gemma":0.001242612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05876287,"about_ca_topic_score_gemma":0.07807022,"domain_scores_codex":[0.999383,0.00009002,0.00005500085,0.0001979984,0.0001091782,0.0001647708],"domain_scores_gemma":[0.9987184,0.0002065215,0.0005909149,0.0001039618,0.0001315679,0.0002487497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002337343,0.00002648038,0.9990906,0.000004985847,0.00004841539,0.0000535933,0.00004811454,0.00001577623,0.00005779667,0.000006278219,0.00009068938,0.0003236519],"study_design_scores_gemma":[0.00002552293,0.0001511018,0.9990309,0.000006134688,0.00006819428,0.0001970912,0.0001678947,0.0001245192,0.00002677279,0.0000138889,0.0001827147,0.00000519894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985019,0.000153802,0.0000269086,0.00002249428,0.000004320944,0.00001583916,0.001066379,0.00000134426,0.000207071],"genre_scores_gemma":[0.9985275,0.00009296839,0.0000345584,0.00003579396,0.000007367662,0.00001812809,0.001172449,0.000001680187,0.0001094724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05876287,"threshold_uncertainty_score":0.1168417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646522579562946,"score_gpt":0.4053589326575465,"score_spread":0.378893706861917,"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."}}