{"id":"W2268562923","doi":"10.1016/j.ijrobp.2016.01.049","title":"Seed Placement in Permanent Breast Seed Implant Brachytherapy: Are Concerns Over Accuracy Valid?","year":2016,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; BC Cancer Agency","funders":"","keywords":"Medicine; Dosimetry; Seroma; Implant; Brachytherapy; Population; Nuclear medicine; Radiology; Radiation therapy; Surgery; Complication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03334385,0.000283694,0.0009056226,0.0009055367,0.0008434295,0.003852535,0.001776763,0.001979284,0.001294094],"category_scores_gemma":[0.2321488,0.0006237238,0.0006557666,0.001370019,0.003854677,0.002784466,0.0009434346,0.002063222,0.000809418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002054649,"about_ca_system_score_gemma":0.001675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007057209,"about_ca_topic_score_gemma":0.009856778,"domain_scores_codex":[0.9684937,0.01443145,0.003536258,0.001500599,0.01152063,0.0005174538],"domain_scores_gemma":[0.7815531,0.1673834,0.02466366,0.009639675,0.01595874,0.0008014318],"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":[0.00447778,0.0002013878,0.2747731,0.003441159,0.0008720009,0.001353844,0.009244762,0.01488285,0.01237932,0.01948267,0.01348971,0.6454015],"study_design_scores_gemma":[0.0006763107,0.006388174,0.5438718,0.009160705,0.004188774,0.04197724,0.01087303,0.08560983,0.0919171,0.04741881,0.1571662,0.0007520823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5896936,0.1133305,0.1855518,0.05756863,0.00673029,0.0001662802,0.0008490084,0.0009054177,0.04520442],"genre_scores_gemma":[0.9408735,0.01068094,0.04169219,0.003571941,0.001153341,0.00003564531,0.0001110053,0.000624622,0.001256881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03334385,"threshold_uncertainty_score":0.1763412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323100499080569,"score_gpt":0.3339386241649994,"score_spread":0.3107076191741936,"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."}}