{"id":"W2065575837","doi":"10.3816/cbc.2004.n.003","title":"Adjuvant Radiation Therapy After Breast-Conserving Surgery in Elderly Women with Early-Stage Breast Cancer: Controversy or Consensus?","year":2004,"lang":"en","type":"review","venue":"Clinical Breast Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Radiation therapy; Breast-conserving surgery; Population; Randomized controlled trial; Clinical trial; Disease; Stage (stratigraphy); Cancer; Oncology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0006638517,0.00128199,0.003472568,0.0002153128,0.0001381671,0.0001022977,0.0004642554,0.0009681281,0.0007611822],"category_scores_gemma":[0.00006485904,0.0008959022,0.0007996988,0.0005448225,0.0006174295,0.00002434955,0.0002057632,0.0007490302,0.0000303661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124619,"about_ca_system_score_gemma":0.004976511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004401007,"about_ca_topic_score_gemma":0.00277966,"domain_scores_codex":[0.9940917,0.0005970237,0.001794457,0.001823066,0.0004421259,0.001251566],"domain_scores_gemma":[0.9963895,0.0006311246,0.001167037,0.001039008,0.000318448,0.0004548695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008986492,0.0004460267,0.07736848,0.002420773,0.002212362,0.0002179466,0.00008138262,0.0000118404,0.000001784347,0.000001726027,0.0006164699,0.9076347],"study_design_scores_gemma":[0.009647944,0.0005631634,0.5618962,0.0212768,0.001037606,0.001473698,0.0001219342,0.000001791884,0.000003876057,0.000009059546,0.4016632,0.00230475],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05318048,0.9340748,0.000004927416,0.001202377,0.0009215875,0.001475712,0.009050775,0.00006197487,0.00002734011],"genre_scores_gemma":[0.04911431,0.9445816,0.00002593369,0.00070956,0.001488229,0.003266882,0.0002296692,0.0002299172,0.0003538564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9053299,"threshold_uncertainty_score":0.9999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03575336091794758,"score_gpt":0.3542707294309918,"score_spread":0.3185173685130442,"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."}}