{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003837296,0.0004867472,0.0005321854,0.0007376658,0.0002570434,0.001065171,0.00124318,0.001348576,0.003183801],"category_scores_gemma":[0.004503533,0.0005006715,0.0004993135,0.0003350379,0.0007617282,0.000490892,0.001012114,0.000551298,0.001105925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000588157,"about_ca_system_score_gemma":0.001394356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203246,"about_ca_topic_score_gemma":0.001064143,"domain_scores_codex":[0.998377,0.0004762975,0.0001200742,0.0001771959,0.0007759388,0.00007340117],"domain_scores_gemma":[0.9974812,0.001051663,0.0002184024,0.0003411982,0.0007700658,0.0001375069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001222879,0.0004086855,0.01322436,0.0007788372,0.0001397782,0.0006426188,0.001266342,0.01133897,0.77244,0.00164804,0.004007706,0.1928819],"study_design_scores_gemma":[0.0006809404,0.007814008,0.05814309,0.0002637495,0.0006308426,0.006108368,0.0005524472,0.1281569,0.7203694,0.001192917,0.07562486,0.0004625506],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3194062,0.002763623,0.663041,0.00119531,0.000628675,0.00208657,0.001292132,0.00485795,0.00472857],"genre_scores_gemma":[0.6590227,0.0008524406,0.3324228,0.0007661904,0.0001120195,0.001156857,0.0008632658,0.0005986982,0.004204989],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003837296,"threshold_uncertainty_score":0.02029383,"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."}}