{"id":"W4281624688","doi":"10.1200/jco.2022.40.17_suppl.lba501","title":"LUMINA: A prospective trial omitting radiotherapy (RT) following breast conserving surgery (BCS) in T<sub>1</sub>N<sub>0</sub> luminal A breast cancer (BC).","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Manitoba; Sunnybrook Health Science Centre; University of British Columbia; Centre Hospitalier Universitaire de Sherbrooke; Hôtel-Dieu de Québec; BC Cancer Agency; Northeast Cancer Centre; Royal Victoria Regional Health Centre; Health Sciences North; McMaster University; Toronto General Hospital; Princess Margaret Cancer Centre; CancerCare Manitoba; Health Sciences Centre; Ottawa Regional Cancer Foundation; Ontario Clinical Oncology Group","funders":"","keywords":"Medicine; Breast cancer; Breast-conserving surgery; Internal medicine; Radiation therapy; Oncology; Clinical trial; Prospective cohort study; Cohort; Cancer; Adjuvant; Gynecology; Mastectomy","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":[0.002091575,0.00119219,0.001770532,0.0004296096,0.0004794364,0.001475019,0.001231587,0.001679248,0.008645805],"category_scores_gemma":[0.003444464,0.0006371964,0.002543997,0.0004187198,0.001190691,0.001458837,0.0008272724,0.003312354,0.001519355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008653979,"about_ca_system_score_gemma":0.001364134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009485265,"about_ca_topic_score_gemma":0.002068547,"domain_scores_codex":[0.9989359,0.0006053905,0.00007967673,0.0002094895,0.00007325968,0.00009639774],"domain_scores_gemma":[0.9982955,0.000607908,0.0004957878,0.000168637,0.00007783864,0.0003544146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9687834,0.005551949,0.00241938,0.001077982,0.001245033,0.00006446757,0.00008580995,0.0002467244,0.001947392,0.0002718238,0.001016097,0.01728987],"study_design_scores_gemma":[0.8700693,0.1175349,0.006778827,0.0002123342,0.00178724,0.0001031168,0.00007274096,0.0005412931,0.0002928516,0.0003765422,0.00220588,0.00002506956],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784927,0.008098677,0.0006021896,0.001948616,0.001258056,0.003360561,0.001721543,0.0001778593,0.004339853],"genre_scores_gemma":[0.9762068,0.003986693,0.002384793,0.002659976,0.001143374,0.005266773,0.003403125,0.00005863088,0.004889788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008645805,"threshold_uncertainty_score":0.02892309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03668903536459546,"score_gpt":0.3709281839441821,"score_spread":0.3342391485795866,"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."}}