{"id":"W4367599423","doi":"10.1097/ju.0000000000003504","title":"Comparison Between Holmium:YAG Laser with MOSES Technology vs Thulium Fiber Laser Lithotripsy in Retrograde Intrarenal Surgery for Kidney Stones in Adults: A Propensity Score–matched Analysis From the FLEXible Ureteroscopy Outcomes Registry","year":2023,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Ureteroscopy; Lithotripsy; Laser lithotripsy; Holmium; Surgery; Thulium; Kidney stones; Urology; Laser; Ureter","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":[0.001368404,0.0002142186,0.0004393451,0.0006511739,0.00024878,0.000522038,0.0002787181,0.0004573447,0.00127142],"category_scores_gemma":[0.003061481,0.0002267163,0.001325005,0.0008501966,0.0002457966,0.0004916553,0.0003592185,0.0003374976,0.0001358001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000293117,"about_ca_system_score_gemma":0.0003509219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005529899,"about_ca_topic_score_gemma":0.0009333068,"domain_scores_codex":[0.9989526,0.0002725875,0.0001948714,0.0002590151,0.0002056765,0.0001152536],"domain_scores_gemma":[0.9977177,0.0004853615,0.001357922,0.0001629227,0.00009723115,0.0001789305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002989116,0.00009110343,0.9921124,0.00006039547,0.0008559658,0.00007600262,0.00004841749,0.00008573946,0.0003892824,0.00005006029,0.00009522161,0.003146373],"study_design_scores_gemma":[0.0002886016,0.00142023,0.9952003,0.00002258333,0.0007550922,0.0004036284,0.000170275,0.0009890103,0.0002605283,0.0000973889,0.000381847,0.00001052129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992765,0.0004017264,0.0001333807,0.00001609381,0.000006124444,0.00000973144,0.00007734854,0.000001355828,0.0000777582],"genre_scores_gemma":[0.9996213,0.0001035375,0.00007424658,0.00001847604,0.00001216462,0.000009837081,0.0001241934,0.000001212932,0.00003499082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001368404,"threshold_uncertainty_score":0.007236898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04712753463055968,"score_gpt":0.3172297030409361,"score_spread":0.2701021684103764,"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."}}