{"id":"W2972463365","doi":"10.1016/j.ijrobp.2019.06.676","title":"The Use of Molecular Subtype to Guide Boost Radiotherapy for Women with Invasive Breast Cancer Treated with Breast-Conserving Therapy","year":2019,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Breast cancer; Medicine; Oncology; Internal medicine; Radiation therapy; Breast-conserving surgery; Population; Proportional hazards model; Cohort; Cancer; Stage (stratigraphy); Triple-negative breast cancer; Gynecology; Mastectomy; Biology","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":[0.00210519,0.0002341427,0.0004745972,0.0009767634,0.0004985359,0.001281328,0.0006434491,0.0005752849,0.001740501],"category_scores_gemma":[0.0102939,0.000245608,0.0004215208,0.0005980882,0.0002824202,0.0007129557,0.0004589958,0.000610179,0.0005478967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007007408,"about_ca_system_score_gemma":0.0008390985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008653753,"about_ca_topic_score_gemma":0.01809748,"domain_scores_codex":[0.999391,0.0002754419,0.00005135834,0.0000711053,0.0001461112,0.00006507539],"domain_scores_gemma":[0.9978608,0.001030862,0.0004381172,0.0001746333,0.0003523803,0.0001432586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001321693,0.0000782015,0.95376,0.00005751323,0.000120912,0.00007275313,0.0002165523,0.0004721406,0.001582043,0.0001309475,0.0004404072,0.04174668],"study_design_scores_gemma":[0.0001059168,0.0007297798,0.9831362,0.0001065323,0.000592765,0.0006361084,0.001116224,0.006646014,0.002079607,0.0007616373,0.004063199,0.00002603203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986563,0.003240059,0.002136788,0.001022809,0.0001314052,0.00009717511,0.000470766,0.00005050368,0.006287569],"genre_scores_gemma":[0.9958218,0.0007786879,0.001893455,0.0002048659,0.00005602453,0.00002346273,0.0002269567,0.00003017217,0.0009645315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008653753,"threshold_uncertainty_score":0.01720679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389244098949056,"score_gpt":0.2936611261379831,"score_spread":0.2797686851484926,"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."}}