{"id":"W4403008444","doi":"10.4103/iju.iju_38_24","title":"The reused-disposable scope in flexible ureteroscopy for stones as a cost-conscious approach: Reporting the outcomes of a real-world practice multicenter study of 2183 patients by the team of worldwide endourological researchers group","year":2024,"lang":"en","type":"article","venue":"Indian Journal of Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Scope (computer science); Ureteroscopy; Multicenter study; Surgery; Ureter; Randomized controlled trial","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004753991,0.0002060433,0.0007674178,0.0003040599,0.0001456269,0.00003214622,0.000467982,0.0001052722,0.000008670452],"category_scores_gemma":[0.007469155,0.00009138819,0.0002471954,0.0004736819,0.0004580375,0.000129791,0.0001202559,0.0008003173,9.587474e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008541442,"about_ca_system_score_gemma":0.0002857474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007016114,"about_ca_topic_score_gemma":0.000154819,"domain_scores_codex":[0.9957807,0.0009156973,0.001973747,0.000268515,0.000618246,0.000443079],"domain_scores_gemma":[0.9928989,0.003813171,0.002272571,0.0004964995,0.0003822595,0.0001366044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007899156,0.003069681,0.9758152,0.00008821334,0.00132469,0.0001680204,0.007514611,0.00005243755,0.0003279356,0.00008085075,0.001112621,0.002546574],"study_design_scores_gemma":[0.01444128,0.0188645,0.9404419,0.0002329295,0.001471711,0.0006213241,0.01343884,0.0003160592,0.0006753057,0.0002787428,0.009035015,0.0001824061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883826,0.001563161,0.00001742375,0.006905373,0.0002726666,0.002191862,0.00002669799,0.000007628329,0.0006325214],"genre_scores_gemma":[0.9984794,0.0002213613,0.0003508448,0.0005385822,0.00004434672,0.00009396441,0.000005818983,0.00002907575,0.0002366049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03537332,"threshold_uncertainty_score":0.8941816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05556822616173761,"score_gpt":0.3938282158572372,"score_spread":0.3382599896954995,"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."}}