{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001647364,0.00008024681,0.0001251058,0.0000704249,0.0000220081,0.000003880992,0.00009063653,0.00005197777,0.000007199368],"category_scores_gemma":[0.00004350553,0.00004664775,0.00004808831,0.0000740163,0.00009630857,0.00002383293,0.00003797833,0.00004730869,8.121881e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001668474,"about_ca_system_score_gemma":0.0001367753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001316795,"about_ca_topic_score_gemma":0.001435666,"domain_scores_codex":[0.9993428,0.00002719201,0.0002446615,0.0001007161,0.0002071445,0.00007751438],"domain_scores_gemma":[0.9995109,0.0000199713,0.0001975649,0.00005624808,0.0001939133,0.00002133134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005894242,0.000046827,0.4675506,0.000007491542,0.00003612136,0.000002678864,0.0000927336,0.0001577427,0.5291865,0.00003144229,0.0001372339,0.002161243],"study_design_scores_gemma":[0.001953022,0.00002681556,0.897859,0.0001521244,0.000007108182,0.00007167843,0.000008758704,0.000005622524,0.09900559,0.0001646308,0.0006911535,0.00005453664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954709,0.002166212,0.00006470345,0.00184186,0.0002828089,0.00007032244,0.00006673672,5.493621e-7,0.00003585482],"genre_scores_gemma":[0.9986264,0.0005354903,0.0003079787,0.0002088687,0.0002626735,0.00001376012,0.000001797437,0.000005454322,0.00003755489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4303084,"threshold_uncertainty_score":0.190224,"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."}}