{"id":"W4409675832","doi":"10.1007/s00345-025-05602-8","title":"SMART Stone Multidisciplinary Team (MDT) and patient care: recommendations for the adult high-risk kidney stone patient pathway","year":2025,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Nephrology; Kidney stones; Multidisciplinary team; Multidisciplinary approach; Renal stone; Intensive care medicine; Internal medicine; Patient care; Urinary system; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03371362,0.0009919466,0.0008885128,0.002227622,0.002732965,0.004017785,0.003561548,0.006818072,0.004059582],"category_scores_gemma":[0.08195122,0.0007759305,0.002488108,0.001298132,0.001569532,0.003522577,0.007593344,0.007499251,0.00228248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005380057,"about_ca_system_score_gemma":0.05140702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01176974,"about_ca_topic_score_gemma":0.03008051,"domain_scores_codex":[0.9556131,0.02553202,0.006810242,0.001169276,0.008033373,0.002841926],"domain_scores_gemma":[0.9215863,0.02352896,0.008493519,0.001439335,0.0230656,0.02188641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002474068,0.0009761218,0.03547668,0.008320882,0.0002579534,0.001002138,0.006240587,0.002865362,0.0008285296,0.006897437,0.588445,0.348442],"study_design_scores_gemma":[0.001572052,0.001637899,0.0745793,0.0753553,0.0006043105,0.001909898,0.02826166,0.008153583,0.001292639,0.02241264,0.7836939,0.0005268442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02789782,0.0185861,0.03100139,0.8715954,0.01189534,0.006740197,0.001029101,0.001049689,0.03020499],"genre_scores_gemma":[0.2282481,0.04668421,0.5219216,0.1555309,0.005004647,0.02034623,0.004486481,0.0002990491,0.01747872],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03371362,"threshold_uncertainty_score":0.1782968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009112032421789113,"score_gpt":0.2733298154407848,"score_spread":0.2642177830189957,"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."}}