{"id":"W2164621747","doi":"10.1016/j.ijrobp.2011.05.030","title":"Permanent Breast Seed Implant Dosimetry Quality Assurance","year":2011,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Ottawa Regional Cancer Foundation; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Dosimetry; Implant; Breast cancer; Nuclear medicine; Contouring; Ductal carcinoma; Breast implant; Quality assurance; Radiation therapy; Radiology; Surgery; Cancer; Internal medicine; Pathology","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":[0.0005942862,0.0001846829,0.0004857744,0.0001749908,0.00006429155,0.00001450083,0.0002635989,0.000259866,0.0001434552],"category_scores_gemma":[0.00006202417,0.0001488105,0.0002624924,0.0001239211,0.0001777866,0.0002658962,0.00003951171,0.0004875027,0.00006014344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004112093,"about_ca_system_score_gemma":0.0004487026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005929436,"about_ca_topic_score_gemma":0.000004838125,"domain_scores_codex":[0.9982741,0.000205265,0.0008289997,0.0001957007,0.0002739642,0.0002219374],"domain_scores_gemma":[0.9977616,0.0001935657,0.001105352,0.0001352121,0.0006376886,0.000166591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001238787,0.0005634081,0.6300926,0.00001518243,0.0007437356,0.00009021438,0.0004597257,0.00001025687,0.007845954,0.005791673,0.0006942421,0.3524543],"study_design_scores_gemma":[0.006011329,0.0006718548,0.8920224,0.00009097913,0.0001975102,0.08622445,0.0001453232,0.0002036308,0.006432458,0.00459916,0.003160494,0.0002403742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986362,0.0001860667,0.004590953,0.001121024,0.005545317,0.0001551475,0.0001566127,0.00004690466,0.001835941],"genre_scores_gemma":[0.9941087,0.0001683341,0.002381663,0.000420859,0.0027371,0.000003791852,0.00009986094,0.00001894648,0.00006078134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3522139,"threshold_uncertainty_score":0.6068317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03029766536806828,"score_gpt":0.3300232031543203,"score_spread":0.299725537786252,"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."}}