{"id":"W4417119415","doi":"10.1007/s00240-025-01891-1","title":"Under pressure: what we thought we knew about gravity irrigation in flexible ureteroscopy","year":2025,"lang":"en","type":"article","venue":"Urolithiasis","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Irrigation; Drip irrigation; Saline; Volume (thermodynamics); Flow (mathematics); Hydrostatic pressure; Hydrology (agriculture); Hydrostatic equilibrium","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":[0.01963845,0.0005691175,0.001178795,0.001453973,0.003603747,0.006389529,0.002085823,0.008454508,0.003640794],"category_scores_gemma":[0.08836497,0.0006969121,0.001274386,0.0009001645,0.01486146,0.01435223,0.00267452,0.02116411,0.0008134669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007014047,"about_ca_system_score_gemma":0.007776105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01467697,"about_ca_topic_score_gemma":0.01696892,"domain_scores_codex":[0.9841859,0.009773765,0.001575746,0.001130784,0.002377465,0.0009563353],"domain_scores_gemma":[0.9486171,0.03454182,0.002767663,0.001145321,0.009443886,0.003484193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001346752,0.001097437,0.0530965,0.01294987,0.0009059721,0.01109472,0.07435437,0.001974537,0.003546622,0.05039538,0.1759652,0.6132726],"study_design_scores_gemma":[0.0004526702,0.001623771,0.03854909,0.05248933,0.001199871,0.02787067,0.1488262,0.003020657,0.003255254,0.1326092,0.588456,0.001647371],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03531972,0.2229013,0.004956172,0.7069028,0.0168025,0.00005903757,0.0001263919,0.00006249517,0.01286951],"genre_scores_gemma":[0.4779898,0.1634454,0.009232865,0.3076931,0.0380809,0.00009779962,0.000135549,0.000146846,0.003177821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01963845,"threshold_uncertainty_score":0.1038593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963991995627666,"score_gpt":0.3159065313006463,"score_spread":0.2962666113443697,"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."}}