{"id":"W4285391519","doi":"10.1089/end.2022.0010","title":"Predictors and Health Care Utilization of Sepsis Post-Ureteroscopy in a U.S.-Based Population: Results from the Endourological Society TOWER Collaborative","year":2022,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Ureteroscopy; Sepsis; Health care; Population; Urology; Emergency medicine; Intensive care medicine; General surgery; Surgery; Ureter; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00113472,0.0003442286,0.0003839398,0.001096789,0.000380441,0.0006985794,0.0005345398,0.0006093226,0.001112727],"category_scores_gemma":[0.002918184,0.0003388704,0.0007219837,0.001736922,0.0002422906,0.000534254,0.0008363803,0.0005667401,0.0002280872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003959876,"about_ca_system_score_gemma":0.0005278913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0135061,"about_ca_topic_score_gemma":0.01718152,"domain_scores_codex":[0.9992403,0.0002073256,0.0001135393,0.0001644784,0.0001888778,0.00008549349],"domain_scores_gemma":[0.9970486,0.0004277964,0.001521798,0.0001913912,0.0003318861,0.0004785713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002581924,0.00001641734,0.9994496,0.000005014083,0.00003904163,0.00001347118,0.00002762927,0.00001741961,0.00002526534,0.000003096154,0.00007675324,0.0003005839],"study_design_scores_gemma":[0.00000446864,0.00003587728,0.9996165,0.00000644245,0.00001929984,0.00006387912,0.00008342235,0.00008919093,0.00001219153,0.000003433264,0.00006345966,0.000001689689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981452,0.0002524911,0.0000506528,0.00006954698,0.000005579223,0.000007724222,0.001287884,0.000003079007,0.0001778361],"genre_scores_gemma":[0.9978022,0.0002169841,0.0000590476,0.00004508375,0.00001655793,0.000009236343,0.001777684,0.000001965308,0.00007130874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135061,"threshold_uncertainty_score":0.02685499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03311999216073996,"score_gpt":0.3299710939715336,"score_spread":0.2968511018107937,"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."}}