{"id":"W3109152051","doi":"10.5489/cuaj.6923","title":"A continued need for simulation facilities, technologies, and resources in Canadian urology training","year":2020,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Urology; Training (meteorology); Engineering management; Computer science; Medicine; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006772422,0.0004006434,0.0005804279,0.001500881,0.01418751,0.008792094,0.003854133,0.004665546,0.03590919],"category_scores_gemma":[0.02327066,0.0005243579,0.0007556007,0.003000636,0.004299268,0.003883833,0.007211935,0.005557417,0.001213283],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06796997,"about_ca_system_score_gemma":0.3231949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9241293,"about_ca_topic_score_gemma":0.9688097,"domain_scores_codex":[0.992789,0.001494088,0.0002653027,0.0004248491,0.002408688,0.002618078],"domain_scores_gemma":[0.9458531,0.005707771,0.001546675,0.0006537302,0.0124918,0.03374698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002948649,0.000329933,0.03839551,0.002317364,0.00009697738,0.001018369,0.01384194,0.004996293,0.001213639,0.06129151,0.5956155,0.2805881],"study_design_scores_gemma":[0.0000924512,0.0001558096,0.0887707,0.003609268,0.00005983318,0.0007790858,0.05229552,0.004239415,0.0003744049,0.01778574,0.8315291,0.0003087161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07981213,0.01332645,0.002773699,0.8359855,0.004517463,0.00009853922,0.0009690005,0.0003839578,0.06213323],"genre_scores_gemma":[0.8626558,0.02228004,0.01907862,0.06840234,0.001407876,0.0001718065,0.001506548,0.0002244481,0.02427251],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.93203,"threshold_uncertainty_score":0.4931589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04021125867816815,"score_gpt":0.2550838886746072,"score_spread":0.214872629996439,"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."}}