{"id":"W4387341632","doi":"10.5489/cuaj.8591","title":"NS-AUA 2023 Annual Meeting Abstracts – Trauma","year":2023,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005126931,0.000739789,0.0003871682,0.001402458,0.0005156831,0.00134978,0.0005055951,0.0009299341,0.5310751],"category_scores_gemma":[0.001231215,0.0002408019,0.0004652801,0.001152072,0.0002831436,0.0006726156,0.001150632,0.0008997897,0.3925698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008488719,"about_ca_system_score_gemma":0.0008824853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001947509,"about_ca_topic_score_gemma":0.003321067,"domain_scores_codex":[0.9995108,0.00006702466,0.00009146763,0.00008076641,0.0001768959,0.00007300841],"domain_scores_gemma":[0.9988173,0.00009498884,0.0001386301,0.00006753431,0.0005764973,0.0003050155],"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":[0.0004179808,0.0001658214,0.008205654,0.001025336,0.00005685256,0.001732008,0.00006680024,0.0002109291,0.004317503,0.0007797944,0.6441885,0.3388328],"study_design_scores_gemma":[0.00002667857,0.00009720829,0.01263908,0.0005966772,0.00001004976,0.001763797,0.00006094597,0.000103278,0.000567028,0.0002250473,0.9839011,0.00000903815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02165833,0.0198801,0.001739205,0.005346701,0.01689578,0.0004040863,0.01439352,0.001119162,0.9185631],"genre_scores_gemma":[0.03364026,0.0120936,0.001052343,0.001938285,0.004614335,0.0002085769,0.01040099,0.0004269455,0.9356247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5310751,"threshold_uncertainty_score":0.6688645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315748502051609,"score_gpt":0.2617428231760123,"score_spread":0.2385853381554962,"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."}}