{"id":"W2950099970","doi":"10.1016/j.brachy.2019.04.044","title":"Development and Clinical Validation of a 3D Ultrasound System for Permanent Breast Seed Implant Brachytherapy","year":2019,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; Kelowna General Hospital","funders":"","keywords":"Seroma; Medicine; Brachytherapy; Ultrasound; Implant; 3D ultrasound; Breast ultrasound; Radiology; Nuclear medicine; Medical physics; Surgery; Radiation therapy; Mammography; Breast cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000471483,0.0001804647,0.0004904229,0.0001033286,0.00006774876,0.00002356374,0.00005072566,0.0001668746,0.00003270063],"category_scores_gemma":[0.000003939057,0.0001405442,0.0001118446,0.00008272684,0.00005720381,0.0001154816,0.000008302456,0.0001181628,0.0000178133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005996181,"about_ca_system_score_gemma":0.0001348779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001334637,"about_ca_topic_score_gemma":0.000005249063,"domain_scores_codex":[0.9986138,0.00005279402,0.0006145212,0.0003070268,0.0001922805,0.000219575],"domain_scores_gemma":[0.9991301,0.0001749082,0.0002605167,0.0002023369,0.0001198284,0.0001123281],"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":[0.003889561,0.0004071735,0.337055,0.0009309142,0.0006943256,0.000009594954,0.0009755635,0.000003496285,0.04090511,0.0005980297,0.00009261596,0.6144386],"study_design_scores_gemma":[0.01589853,0.001135921,0.8053197,0.0007308354,0.0002035228,0.1373921,0.001180906,0.0003431031,0.03307794,0.00003744007,0.004164617,0.0005153248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970741,0.0001770058,0.0004983502,0.0001046544,0.0007792811,0.001102839,0.0000490682,0.0000653777,0.0001493054],"genre_scores_gemma":[0.9931509,0.00006166212,0.00596777,0.0000684265,0.0002887656,0.00003048142,0.0001797881,0.00003057803,0.0002216163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6139233,"threshold_uncertainty_score":0.5731228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948026986245162,"score_gpt":0.2896365563949579,"score_spread":0.2701562865325063,"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."}}