{"id":"W4393162393","doi":"10.1007/s00345-024-04816-6","title":"International Alliance of Urolithiasis (IAU) guideline on staghorn calculi management","year":2024,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Nephrology; Guideline; Alliance; Staghorn calculus; Urology; Internal medicine; General surgery; Percutaneous nephrolithotomy; Pathology; Percutaneous; Law; Political science","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":[0.003926177,0.0008202607,0.001816347,0.003650556,0.001220307,0.001644503,0.002442349,0.004167222,0.003010992],"category_scores_gemma":[0.01115438,0.0005269731,0.003048426,0.003044189,0.000661178,0.001024782,0.001640781,0.004285977,0.001861027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002873181,"about_ca_system_score_gemma":0.01332839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03979992,"about_ca_topic_score_gemma":0.06803117,"domain_scores_codex":[0.9956505,0.0009894385,0.001254454,0.0001877056,0.001510788,0.0004070948],"domain_scores_gemma":[0.9937608,0.001342947,0.001135715,0.0001182055,0.002984129,0.0006582384],"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":[0.0002595719,0.0001888748,0.01129443,0.004533127,0.0003859912,0.0005660122,0.000250069,0.001301854,0.001076377,0.004719592,0.7132322,0.262192],"study_design_scores_gemma":[0.000495191,0.0002243965,0.04013486,0.02342344,0.001105608,0.004376374,0.0003744844,0.0009855507,0.001075436,0.004767328,0.9229122,0.0001250333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01287896,0.5842302,0.01935963,0.2076749,0.01352914,0.001679844,0.01755123,0.001725855,0.1413703],"genre_scores_gemma":[0.1379927,0.4990483,0.1322479,0.1145551,0.008336216,0.003547461,0.06377608,0.0006689221,0.03982737],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03979992,"threshold_uncertainty_score":0.07913655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813697920601451,"score_gpt":0.3230308245371125,"score_spread":0.304893845331098,"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."}}