{"id":"W3153507634","doi":"10.1089/end.2021.0124","title":"Atlas of Scoring Systems, Grading Tools, and Nomograms in Endourology: A Comprehensive Overview from the TOWER Endourological Society Research Group","year":2021,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Vancouver Hospital and Health Sciences Centre","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Nomogram; Ureteroscopy; Renal colic; Grading (engineering); Surgery; Medical physics; Radiology; Percutaneous; Internal medicine; Ureter; Pathology","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":[0.026559,0.001533769,0.002106179,0.05396649,0.001176058,0.006592778,0.002996905,0.001890015,0.005870356],"category_scores_gemma":[0.0444435,0.0009514758,0.002294946,0.04051638,0.002212856,0.006689495,0.004050714,0.002948178,0.004460816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005977355,"about_ca_system_score_gemma":0.01313949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007747784,"about_ca_topic_score_gemma":0.009787715,"domain_scores_codex":[0.9857426,0.004676921,0.004180457,0.0009314349,0.003997873,0.0004707775],"domain_scores_gemma":[0.9406066,0.02794102,0.00660446,0.002708257,0.02032877,0.00181086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001046136,0.00006633548,0.005782662,0.01590018,0.0001732962,0.0002097069,0.001324087,0.001182348,0.0006587825,0.01563866,0.2018248,0.7571345],"study_design_scores_gemma":[0.00001550902,0.0001178859,0.01402847,0.01935116,0.0001628467,0.001366435,0.0007075639,0.0008392183,0.0004845999,0.009112773,0.9536864,0.0001272059],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005679006,0.8646212,0.04247072,0.03139706,0.006030412,0.001052888,0.015696,0.001816973,0.03123576],"genre_scores_gemma":[0.02767866,0.8019504,0.1271987,0.005970994,0.005457522,0.001460136,0.02221731,0.001077433,0.006988933],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05396649,"threshold_uncertainty_score":0.1404591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2239282012714326,"score_gpt":0.3936765582285909,"score_spread":0.1697483569571583,"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."}}