{"id":"W2230652107","doi":"10.5539/cco.v5n1p25","title":"Radioactive Seed Localization for Nonpalpable Breast Lesions in a Community Hospital Setting","year":2016,"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; Margin (machine learning); Radiology; Nuclear 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005387006,0.0001864967,0.0002150794,0.0006890551,0.00033502,0.0003126608,0.0002799124,0.0003190743,0.00192279],"category_scores_gemma":[0.003503823,0.0002013205,0.0001582737,0.0005165698,0.0003883796,0.0003155864,0.0003617059,0.0002522401,0.000240241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005221823,"about_ca_system_score_gemma":0.000543408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00228029,"about_ca_topic_score_gemma":0.005610177,"domain_scores_codex":[0.9994885,0.0001914783,0.00004400553,0.00008290957,0.0001225156,0.00007071628],"domain_scores_gemma":[0.9978905,0.0006287985,0.0009849924,0.00007405585,0.0001674278,0.0002542211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00134383,0.000341173,0.9878907,0.00007848572,0.00004267235,0.0004681475,0.0002062211,0.00005708999,0.001341385,0.00001196218,0.00008540654,0.008132938],"study_design_scores_gemma":[0.000164959,0.006439567,0.9864793,0.00003283032,0.00006228562,0.00381773,0.0009863386,0.0002175297,0.001392595,0.00002649288,0.0003650106,0.00001538685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996887,0.0001453889,0.00003409902,0.00001199772,0.000001372905,0.00001062822,0.00001611001,0.000001356819,0.00009034405],"genre_scores_gemma":[0.9995896,0.0001594892,0.000098349,0.00001978475,0.000006033696,0.00001008202,0.00004775503,0.000001295623,0.00006753184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00228029,"threshold_uncertainty_score":0.006432354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820044754667502,"score_gpt":0.3815065877154374,"score_spread":0.3533061401687624,"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."}}