{"id":"W1966406194","doi":"10.1016/j.brachy.2014.02.347","title":"Feasibility of Permanent Breast Seed Implants in British Columbia: Preliminary Dosimetric and Safety Results","year":2014,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Seroma; Implant; Prospective cohort study; Breast cancer; Patient satisfaction; Surgery; Nuclear medicine; Cancer; Complication; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004404109,0.00009012586,0.0003596986,0.0001004636,0.00005379648,0.00002578827,0.00004564891,0.0001311055,0.00003276749],"category_scores_gemma":[0.0000237717,0.0001140469,0.00005349016,0.0002619442,0.0001069335,0.00007988061,0.00001951776,0.0001618101,0.000002605241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004478817,"about_ca_system_score_gemma":0.00004230737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004768708,"about_ca_topic_score_gemma":0.005772283,"domain_scores_codex":[0.9988384,0.00009360919,0.0004202015,0.0002887457,0.0001607681,0.0001983027],"domain_scores_gemma":[0.9994047,0.0001045489,0.0001276383,0.00020336,0.0000572438,0.0001025649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001668066,0.0001639874,0.6372264,0.00007480578,0.00001860327,0.00001716596,0.00007532124,5.316381e-7,0.0004455252,0.000002235578,0.0001284171,0.3601789],"study_design_scores_gemma":[0.006419944,0.0003686292,0.9351281,0.0001925062,0.00002037377,0.05738695,0.00004548682,0.0001280219,0.00005578165,0.00007203106,0.00007959505,0.0001026208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982197,0.00032312,0.00001178857,0.0001611761,0.000159973,0.0004588554,0.000173368,0.00003137549,0.0004606896],"genre_scores_gemma":[0.9991099,0.0002002107,0.0001719312,0.00004795365,0.0001103984,0.000005351337,0.00007663589,0.00001327618,0.0002643108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3600763,"threshold_uncertainty_score":0.7208892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184769433161223,"score_gpt":0.2482267713055257,"score_spread":0.2363790769739135,"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."}}