{"id":"W2167265449","doi":"10.1016/j.clon.2007.03.013","title":"Defining the Need for Breast Cancer Radiotherapy in the General Population: a Criterion-based Benchmarking Approach","year":2007,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care South East; Queen's University","funders":"","keywords":"Lumpectomy; Medicine; Radiation therapy; Mastectomy; Breast cancer; Confidence interval; Adjuvant radiotherapy; Cancer; Population; Breast-conserving surgery; Surgery; Internal medicine; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.004256084,0.0001560071,0.000568728,0.00007392677,0.0002162776,0.000007230722,0.0002465907,0.0004207063,0.0001104277],"category_scores_gemma":[0.0002513047,0.00008346768,0.0002324745,0.0002615678,0.0004477251,0.0000407509,0.00001255545,0.0006401605,9.332971e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003103482,"about_ca_system_score_gemma":0.0003473013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000711713,"about_ca_topic_score_gemma":0.0001850213,"domain_scores_codex":[0.9979372,0.0004046363,0.0007882926,0.0003325131,0.000144785,0.0003925941],"domain_scores_gemma":[0.9934863,0.005811292,0.0002460273,0.0003117468,0.00006791225,0.00007674834],"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":[0.003926198,0.0007760611,0.4846283,0.00002659086,0.00009626334,0.00003949475,0.0004458752,0.0008465486,0.00003218216,0.004315068,0.002032233,0.5028352],"study_design_scores_gemma":[0.007437495,0.001613906,0.8703956,0.0000355462,0.0000852364,0.0002332102,0.0002417446,0.02428505,0.000002628106,0.0003366929,0.09518692,0.0001459522],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6720361,0.01018895,0.2063889,0.09601707,0.006809777,0.00373229,0.00004879788,0.0001145184,0.004663601],"genre_scores_gemma":[0.8078858,0.0005170491,0.1034623,0.0800077,0.007573278,0.0003017617,0.00006434093,0.00003814255,0.0001496506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5026892,"threshold_uncertainty_score":0.3403713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05646891729979556,"score_gpt":0.4982115538476331,"score_spread":0.4417426365478375,"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."}}