{"id":"W4408245021","doi":"10.1089/end.2024.0667","title":"Fluoroless Ureteroscopy Under Local Anesthetic Gel: Experience from a Canadian Tertiary Referral Center","year":2025,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Ureteroscopy; Visual analogue scale; Prospective cohort study; Lower urinary tract symptoms; Lidocaine; Local anesthetic; Tertiary care; Gold standard (test); Urinary system; Surgery; Ureter; Internal medicine; Cancer; Prostate","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008542834,0.0001649371,0.0004172137,0.0002833321,0.00006496658,0.00001542722,0.0001653611,0.0001700881,0.0002323312],"category_scores_gemma":[0.0000339659,0.0001235586,0.0001519879,0.00010141,0.0001358041,0.00007538724,0.00002796471,0.0003558037,0.00001631692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000194338,"about_ca_system_score_gemma":0.0004814537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00649035,"about_ca_topic_score_gemma":0.001548541,"domain_scores_codex":[0.9987673,0.00008952066,0.0004229867,0.0001876077,0.0001657011,0.0003669236],"domain_scores_gemma":[0.9990368,0.00004738215,0.0001400045,0.0002357244,0.0001072301,0.0004328409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001232423,0.0003505379,0.9843204,0.00001439012,0.0003392005,0.001870336,0.0007063777,0.00002561253,0.002687081,0.0002299285,0.003766112,0.004457609],"study_design_scores_gemma":[0.007805734,0.001041991,0.9438829,0.0001664934,0.000377362,0.003644598,0.0005249536,0.0002057824,0.002660298,0.0008104653,0.03870987,0.0001695461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851946,0.0006386455,0.0006889666,0.01118413,0.0007605749,0.0001073199,0.00001072559,0.00001028251,0.001404706],"genre_scores_gemma":[0.9830168,0.00004892864,0.0003682135,0.0161743,0.000135106,0.00000502694,0.00001009658,0.00001517578,0.0002262844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04043749,"threshold_uncertainty_score":0.9811511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260972922400897,"score_gpt":0.2989877000089063,"score_spread":0.2863779707848973,"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."}}