{"id":"W4310691470","doi":"10.1016/j.brachy.2022.09.045","title":"GPP08  Presentation Time: 9:50 AM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001534962,0.00005952655,0.0001348653,0.00005426439,0.0001335468,0.00001008673,0.00003468621,0.00001826901,0.01418232],"category_scores_gemma":[0.00001863853,0.00005297449,0.00007552471,0.0001610216,0.0000154152,0.00004071343,0.00001441775,0.0001216527,0.0001286139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003123558,"about_ca_system_score_gemma":0.00002574277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006791473,"about_ca_topic_score_gemma":2.099536e-7,"domain_scores_codex":[0.9993076,0.00006233322,0.0001330828,0.0001281797,0.0002585251,0.0001102498],"domain_scores_gemma":[0.9996721,0.00009113715,0.0000415769,0.0001144105,0.00002128783,0.00005953364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006865664,0.001199312,0.05522395,0.00002941475,0.0003456901,0.0002024802,0.003134882,0.003539599,0.01003695,0.00434483,0.01216999,0.9029073],"study_design_scores_gemma":[0.01689114,0.0005061415,0.08551101,0.000007098241,0.00002880212,0.00008030191,0.0002244793,0.01335548,0.0003499084,0.0005444095,0.8823454,0.0001558378],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408067,0.0003433052,0.0002553534,0.002026409,0.0002044733,0.0004503377,0.000003458007,0.0001811071,0.05572883],"genre_scores_gemma":[0.9869326,0.00001266643,0.0002808952,0.002561361,0.000139385,0.0000543902,0.00006912799,0.00001594985,0.009933673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9027514,"threshold_uncertainty_score":0.9867188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02753495628116542,"score_gpt":0.3194658727346356,"score_spread":0.2919309164534702,"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."}}