{"id":"W2121555447","doi":"10.1200/jco.2004.09.070","title":"Ten-Year Outcomes in a Population-Based Cohort of Node-Negative, Lymphatic, and Vascular Invasion–Negative Early Breast Cancers Without Adjuvant Systemic Therapies","year":2004,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Oncology; Internal medicine; Systemic therapy; Vascular invasion; Cohort; Population; Adjuvant; Breast cancer; Lymphatic system; Lymphovascular invasion; Cancer; Pathology; Metastasis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009004437,0.0001908252,0.001283281,0.00009792232,0.00004128075,0.000006789344,0.000148408,0.0002519574,0.000006610619],"category_scores_gemma":[0.0009135514,0.0001341066,0.0002777118,0.0000983277,0.0002867622,0.00001703932,0.00005247943,0.0001831859,9.406851e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002513939,"about_ca_system_score_gemma":0.001110982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001775596,"about_ca_topic_score_gemma":0.001178895,"domain_scores_codex":[0.9976168,0.000349148,0.001344212,0.0002514759,0.0002556623,0.0001827222],"domain_scores_gemma":[0.997572,0.0005018169,0.001292117,0.0001825016,0.0003350886,0.0001164634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009783155,0.0003417974,0.9947295,0.00002641462,0.0009316145,0.0000142521,0.0002566321,0.0005836036,0.0002870176,0.00005229498,0.000005456386,0.001793081],"study_design_scores_gemma":[0.01076889,0.001389996,0.9860634,0.0002040748,0.0001974313,0.00003896804,0.0004722396,0.000007924388,0.0003481131,0.000365159,0.00001698833,0.0001267677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977117,0.0007333654,0.0001781556,0.0008098022,0.0002273237,0.0002536229,0.00002840824,0.000003139265,0.00005445785],"genre_scores_gemma":[0.995217,0.0008986398,0.003395472,0.0003121402,0.0001308443,0.00001752587,0.000004873829,0.0000175446,0.000005953566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009790579,"threshold_uncertainty_score":0.5468709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662060641697398,"score_gpt":0.3520101388439822,"score_spread":0.3253895324270082,"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."}}