{"id":"W2580285407","doi":"10.1093/jnci/djw256","title":"Multigene Expression Assay and Benefit of Radiotherapy After Breast Conservation in Ductal Carcinoma in Situ","year":2016,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; Kingston General Hospital; Health Sciences Centre; Thunder Bay Regional Health Sciences Centre; Health Sciences North; University of Toronto; Juravinski Hospital; London Health Sciences Centre","funders":"Institute for Clinical Evaluative Sciences; Ontario Ministry of Health and Long-Term Care; Ontario Institute for Cancer Research; Genomic Health","keywords":"Ductal carcinoma; In situ; Radiation therapy; Oncology; Carcinoma; Medicine; Cancer research; Biology; Internal medicine; Breast cancer; Chemistry; 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":[0.0006260298,0.0001242866,0.0002414712,0.0004858597,0.0001447726,0.0003620973,0.0001424573,0.000240849,0.0008787086],"category_scores_gemma":[0.001287809,0.00009234924,0.0002983203,0.0005047852,0.000156183,0.0001415816,0.000201323,0.0002621363,0.0001759317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002535223,"about_ca_system_score_gemma":0.0001130214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005416803,"about_ca_topic_score_gemma":0.0005401042,"domain_scores_codex":[0.9997584,0.00009324424,0.00001885314,0.00005574669,0.00004216634,0.00003151509],"domain_scores_gemma":[0.9993344,0.0002046788,0.0003074144,0.00004947129,0.00004874204,0.00005539137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006793293,0.00006299657,0.9839932,0.00002890086,0.00009397659,0.00007808852,0.00004223219,0.0003707956,0.007649571,0.00003409981,0.0001530771,0.006813656],"study_design_scores_gemma":[0.00001333257,0.0002409721,0.9942499,0.000005504628,0.00008998777,0.0004517188,0.00004798642,0.0009284189,0.003388499,0.00009965803,0.0004790689,0.000004865839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986259,0.0004950999,0.0002501699,0.00004287919,0.00000695965,0.000004791173,0.0002647979,0.000008473039,0.0003009822],"genre_scores_gemma":[0.999374,0.00008502947,0.0001994778,0.00001742089,0.000004241454,0.000004860997,0.0002094355,0.0000019568,0.0001035952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008787086,"threshold_uncertainty_score":0.0033108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488448802605926,"score_gpt":0.2763932687569818,"score_spread":0.2615087807309226,"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."}}