{"id":"W3137967116","doi":"10.5489/cuaj.7063","title":"Returning to the emergency room: An analysis of emergency encounters following urologic outpatient surgery","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Ureteroscopy; American society of anesthesiologists; Confidence interval; Relative risk; General surgery; Surgery; Ureter; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001374991,0.0001791192,0.0006094631,0.0004384345,0.0004647715,0.00002148882,0.0001594075,0.000186988,0.002574948],"category_scores_gemma":[0.003112823,0.0001263877,0.0009325098,0.00172036,0.00000829257,0.00009727575,0.00002990878,0.0004917962,0.00001693542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004943502,"about_ca_system_score_gemma":0.0003678694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206917,"about_ca_topic_score_gemma":0.01600465,"domain_scores_codex":[0.9972718,0.000394388,0.0008474628,0.0002981291,0.0006038059,0.0005844514],"domain_scores_gemma":[0.9979035,0.0001319209,0.0003637008,0.0002355478,0.0007173599,0.0006480179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002426174,0.00005461542,0.980643,0.000003813685,0.001615555,0.0001069704,0.0012257,0.0007158701,0.0001318409,0.00002879962,0.013834,0.00161555],"study_design_scores_gemma":[0.0001194221,0.0002025309,0.975036,0.000006836065,0.00147592,0.00001341574,0.001400586,0.0002348415,0.00001378027,0.0000929089,0.02126169,0.0001420198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766479,0.001068327,0.0001560176,0.0173917,0.002954747,0.0001093746,0.00003766367,0.00001918874,0.001615063],"genre_scores_gemma":[0.9970667,0.0003501319,0.00006939522,0.001710293,0.0003668727,0.00001029884,0.00005766364,0.00001135337,0.0003573052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02041877,"threshold_uncertainty_score":0.9983369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02994168958428747,"score_gpt":0.2767988531710994,"score_spread":0.2468571635868119,"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."}}