{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004252499,0.0008143178,0.0006503549,0.001006963,0.000789782,0.001913192,0.001172118,0.001084858,0.01211475],"category_scores_gemma":[0.01039679,0.0007766263,0.0009296731,0.0009961724,0.0005626726,0.0008953989,0.001459174,0.0008364373,0.001906711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742652,"about_ca_system_score_gemma":0.001352976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001488329,"about_ca_topic_score_gemma":0.001630487,"domain_scores_codex":[0.9975122,0.0004816569,0.0002245081,0.0004048938,0.001244524,0.0001322124],"domain_scores_gemma":[0.9915869,0.002195936,0.001298167,0.001910643,0.002855802,0.0001526199],"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":[0.004799377,0.000360876,0.09043874,0.002137418,0.0005292835,0.0003555287,0.002263186,0.05253124,0.5361221,0.009033494,0.009434204,0.2919946],"study_design_scores_gemma":[0.0002025872,0.002320569,0.1297683,0.0002186328,0.0008092133,0.004314154,0.0004775478,0.08135495,0.7327613,0.002092425,0.04547942,0.0002007918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3195884,0.004354873,0.6367373,0.001205677,0.00038856,0.0005744961,0.002990921,0.01036678,0.0237929],"genre_scores_gemma":[0.895052,0.000461314,0.08681896,0.0003838277,0.00005472881,0.0002078396,0.001728478,0.004184247,0.01110857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01211475,"threshold_uncertainty_score":0.04052782,"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."}}