{"id":"W2588657267","doi":"10.5539/cco.v6n1p51","title":"Initial Community Hospital Performance of Radioactive Seed Localization for Breast Cancer Patients","year":2017,"lang":"en","type":"article","venue":"Cancer and Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Breast-conserving surgery; Margin (machine learning); Significant difference; Radiology; Cancer; Surgery; Nuclear medicine; Mastectomy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001697864,0.0001190385,0.0003218508,0.00001141752,0.0003782754,0.000008696907,0.0001729099,0.0001920933,0.000008287135],"category_scores_gemma":[0.0001296938,0.0001031804,0.00008647442,0.00001555408,0.0005880942,0.00001113059,0.0001580247,0.0001199419,3.459558e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005906513,"about_ca_system_score_gemma":0.0001934242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005676417,"about_ca_topic_score_gemma":0.0006612636,"domain_scores_codex":[0.9992214,0.00007850564,0.0002817383,0.0002083298,0.0000551927,0.0001548353],"domain_scores_gemma":[0.9989658,0.00008515212,0.000345985,0.0002484378,0.0002885534,0.0000660629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001431327,0.0005266464,0.8723659,0.00003823384,0.0002929068,1.748764e-7,0.0001155239,0.000007064343,0.00006552006,0.000009739101,0.0004009155,0.1247461],"study_design_scores_gemma":[0.004682234,0.002117121,0.9890656,0.00003135694,0.0001464533,9.360081e-7,0.0000747091,0.00007169874,0.001404538,0.00002325344,0.002258732,0.0001233181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970802,0.0003042805,0.00009639876,0.0005951583,0.0007605914,0.000266785,0.0005850746,0.00000415648,0.0003073583],"genre_scores_gemma":[0.9965633,0.00237977,0.00005985688,0.0003000727,0.0004395845,0.0001447561,0.00006548683,0.00001257451,0.00003456766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1246227,"threshold_uncertainty_score":0.4207574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03645716786091271,"score_gpt":0.4054182285847304,"score_spread":0.3689610607238176,"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."}}