{"id":"W2611330618","doi":"10.1016/j.brachy.2017.04.059","title":"Use of Phantoms to Simulate Breast Brachytherapy Insertion","year":2017,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Brachytherapy; Breast cancer; Catheter; Position (finance); Radiology; Radiation therapy; Radiation treatment planning; Ultrasound; Medical physics; Surgery; Cancer; Internal medicine","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":[0.0001329481,0.0002776811,0.0003801844,0.0001145995,0.0003193638,0.0001648522,0.0004643698,0.00006807035,0.0004639573],"category_scores_gemma":[0.000007898438,0.0002569318,0.000172623,0.0001072957,0.0001177391,0.0009330767,0.00004528253,0.0001475853,0.00001337108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003238158,"about_ca_system_score_gemma":0.00003402755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005020086,"about_ca_topic_score_gemma":0.00001024322,"domain_scores_codex":[0.9986485,0.00005133701,0.0003564835,0.0003772522,0.000220485,0.0003459821],"domain_scores_gemma":[0.9980963,0.00006513139,0.0004091937,0.001159592,0.0001388558,0.0001308714],"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":[0.0004489393,0.0002916506,0.1390383,0.000008425492,0.0001899816,0.000003092891,0.0004146316,0.0006154084,0.1770682,0.005424112,0.0004568107,0.6760404],"study_design_scores_gemma":[0.004936594,0.001243581,0.4788468,0.000301519,0.00004987529,0.00002835525,0.00006154668,0.00518977,0.314543,0.01572836,0.1770978,0.001972742],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8140402,0.00008435069,0.1837975,0.0005987214,0.0001901697,0.000587603,0.0001045604,0.0001389316,0.0004579171],"genre_scores_gemma":[0.9790256,0.00006740027,0.01924633,0.0004223198,0.0003782654,0.00005610417,0.00001587219,0.00007706611,0.0007110302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6740677,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02961926164918153,"score_gpt":0.3247617196424452,"score_spread":0.2951424579932636,"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."}}