{"id":"W2104636147","doi":"10.1016/j.brachy.2015.02.218","title":"Pre-Implant Ultrasound in Permanent Breast Seed Implant Brachytherapy Treatment Planning","year":2015,"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":"Seroma; Medicine; Implant; Brachytherapy; Nuclear medicine; Radiation treatment planning; Ultrasound; Radiology; Breast-conserving surgery; Radiation therapy; Mastectomy; Surgery; Breast cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002806676,0.0004268267,0.0006484993,0.0003082981,0.00009878344,0.00005801347,0.0001082488,0.0002305544,0.0000851686],"category_scores_gemma":[0.000006642669,0.0003202311,0.00016239,0.0002666147,0.00008952821,0.000208151,0.00001274547,0.0002808229,0.0000668654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004305264,"about_ca_system_score_gemma":0.0002836935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005981204,"about_ca_topic_score_gemma":0.000149702,"domain_scores_codex":[0.9978623,0.0001131342,0.0005301072,0.0005009591,0.0003703253,0.0006231453],"domain_scores_gemma":[0.9988226,0.0001235262,0.000168498,0.0003894617,0.00007773557,0.0004181874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.009301796,0.001611686,0.5379472,0.00006707045,0.0005257583,0.001976731,0.00966191,0.000247732,0.01486175,0.0002073713,0.002309312,0.4212816],"study_design_scores_gemma":[0.0122315,0.001533379,0.4605148,0.0002153509,0.00006798643,0.5147738,0.000802372,0.0002537184,0.00160293,0.0002365528,0.00729283,0.0004748267],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949999,0.001194555,0.0000955881,0.0006808522,0.0009808479,0.0008323955,0.0001241931,0.0001872739,0.0009043764],"genre_scores_gemma":[0.9966387,0.0002727308,0.0004541536,0.0003740259,0.0007800777,0.00007999875,0.0003928887,0.00006500156,0.0009424619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5127971,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920047271072114,"score_gpt":0.2981479442539072,"score_spread":0.268947471543186,"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."}}