{"id":"W2904074681","doi":"10.1002/bjs5.50121","title":"Complete excision with narrow margins provides equivalent local control to wider excision in breast conservation for invasive cancer","year":2018,"lang":"en","type":"article","venue":"BJS Open","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Cancer Research","keywords":"Medicine; Hazard ratio; Wide local excision; Demographics; Breast cancer; Radiation therapy; Surgery; Cancer; Oncology; Internal medicine; Confidence interval; Demography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001490225,0.0001876699,0.0002411486,0.00004222948,0.0001295095,0.00005239019,0.0002698181,0.00006887189,0.00004017706],"category_scores_gemma":[0.00004327335,0.0001463363,0.00003628085,0.000105095,0.0001338157,0.00001707221,0.0002336741,0.0000347919,0.00001499608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001110058,"about_ca_system_score_gemma":0.000208645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002999267,"about_ca_topic_score_gemma":0.01547501,"domain_scores_codex":[0.9988781,0.00004860472,0.0001994719,0.0004683989,0.0001331128,0.0002723608],"domain_scores_gemma":[0.999219,0.00005044771,0.00008877893,0.0002753853,0.0002896663,0.00007669591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05151376,0.001035521,0.4913507,0.0002841543,0.0009378837,0.00003544361,0.002202142,0.001835833,0.2426199,0.000460066,0.1364515,0.07127321],"study_design_scores_gemma":[0.0193212,0.003114919,0.8227916,0.0007464467,0.0001355039,0.00006190244,0.0008587021,0.0006419564,0.04294627,0.0003449284,0.1081171,0.0009195049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521717,0.0004102208,0.02376603,0.01749537,0.0002080088,0.004638909,0.0008264084,0.00001704059,0.0004662445],"genre_scores_gemma":[0.9940227,0.00002416046,0.001437985,0.002849485,0.0001922606,0.001100444,0.000118105,0.00002829265,0.0002265432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3314409,"threshold_uncertainty_score":0.863542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03098156717345902,"score_gpt":0.317269320900897,"score_spread":0.286287753727438,"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."}}