{"id":"W4411697585","doi":"10.1007/s00345-025-05769-0","title":"Single-use versus reusable flexible ureterorenoscopes with FANS: a multicenter propensity-matched analysis of outcomes in a large series from the EAU-Endourology Section and FANS Collaborative Group","year":2025,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Université de Montréal","funders":"","keywords":"Medicine; Propensity score matching; Section (typography); Series (stratigraphy); Multicenter study; Internal medicine; Randomized controlled trial; Advertising","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":[0.0002376883,0.0001833118,0.001002205,0.0006225316,0.00007415389,0.00002515599,0.00009918661,0.00009151209,0.00003588993],"category_scores_gemma":[0.0002543242,0.0001046524,0.0001111877,0.001087823,0.0001883781,0.0001995499,0.00006039111,0.0003290965,4.26782e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006297851,"about_ca_system_score_gemma":0.0001006705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000392154,"about_ca_topic_score_gemma":0.008625864,"domain_scores_codex":[0.9985679,0.0003052135,0.0005153746,0.0002167996,0.0001569177,0.0002377966],"domain_scores_gemma":[0.9985206,0.0005160762,0.0004076511,0.0002289987,0.0002558125,0.00007091759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02066887,0.0006200832,0.9690986,0.00001342565,0.00541976,0.00009907319,0.001697433,0.00008082495,0.001893934,0.0001313741,0.0001203074,0.000156264],"study_design_scores_gemma":[0.01211457,0.003197529,0.9719025,0.00005496875,0.004858265,0.00002697687,0.0008399307,0.0001415935,0.0003979604,0.00004676907,0.006335369,0.00008353063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897895,0.0007853626,0.0002031297,0.008410572,0.0002745662,0.000324402,0.0000526544,0.000008747918,0.0001510144],"genre_scores_gemma":[0.9968955,0.0001816877,0.001064825,0.001453756,0.0000301958,0.000009969686,0.00001973733,0.00001093334,0.0003334243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008554295,"threshold_uncertainty_score":0.4813434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191811551053656,"score_gpt":0.2802406571409987,"score_spread":0.2610595020356331,"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."}}