{"id":"W3201986481","doi":"10.4081/aiua.2021.3.307","title":"Stone composition of renal stone formers from different global regions","year":2021,"lang":"en","type":"article","venue":"Archivio Italiano di Urologia e Andrologia","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Struvite; Calcium oxalate; Uric acid; Calcium; Oxalic acid; Oxalate; Cystine; Kidney stones; Medicine; Phosphate; Animal science; Internal medicine; Chemistry; Biochemistry; Biology; Inorganic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008770081,0.0003718291,0.000787361,0.00008205634,0.0001431486,0.00001975916,0.0001779635,0.0002198052,0.0002018048],"category_scores_gemma":[0.00008825344,0.0002917435,0.0003702437,0.0002523209,0.0003664992,0.0000964863,0.0001877745,0.0002922702,0.00004521136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000927298,"about_ca_system_score_gemma":0.0001456176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002025733,"about_ca_topic_score_gemma":0.00003610236,"domain_scores_codex":[0.9976726,0.0001781983,0.0005450731,0.0006479991,0.0003945686,0.0005615556],"domain_scores_gemma":[0.9984851,0.0001499624,0.0002287863,0.0006824505,0.0001145164,0.0003392142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00202085,0.002438223,0.9419352,0.00005244086,0.00117038,0.0008415375,0.00027508,0.00003553684,0.04281113,0.002511147,0.00251873,0.003389727],"study_design_scores_gemma":[0.003773138,0.001733715,0.9773554,0.00007519631,0.0006334904,0.0003867629,0.000107404,0.0002379672,0.01214024,0.002687744,0.0006031283,0.0002657637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895813,0.0006318012,0.00144946,0.003031681,0.0002449275,0.000357264,0.0007265091,0.0001106006,0.003866428],"genre_scores_gemma":[0.9951422,0.0002048194,0.001062381,0.00144643,0.00009163545,0.00003719076,0.001622223,0.00002418829,0.0003689746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03542023,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929518884809691,"score_gpt":0.2733961376738721,"score_spread":0.2541009488257752,"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."}}