{"id":"W2998197721","doi":"10.22374/jeleu.v2i4.70","title":"Sugar and Stones","year":2019,"lang":"en","type":"article","venue":"Journal of Endoluminal Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diabetes mellitus; Urinary system; Internal medicine; Obesity; Metabolic syndrome; Population; Surgery; Gastroenterology; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001940067,0.0001121632,0.0004333723,0.000157756,0.00002459881,0.000007584682,0.00005951817,0.0000793182,0.000310426],"category_scores_gemma":[0.00009867524,0.0000816394,0.0001202561,0.00006022105,0.00006931867,0.00007765866,0.00002925066,0.0002503414,0.00004733853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002224105,"about_ca_system_score_gemma":0.00008730549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001196854,"about_ca_topic_score_gemma":6.074675e-7,"domain_scores_codex":[0.9991385,0.00004648725,0.0003132128,0.0001197989,0.0001795967,0.0002023434],"domain_scores_gemma":[0.9992207,0.00009998534,0.0002254214,0.0001280457,0.0001189942,0.0002069109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001971092,0.0002869906,0.9764556,0.00005880606,0.0003129895,0.0009968379,0.0001999491,0.000003380625,0.01223345,0.0007699219,0.0009610344,0.005749919],"study_design_scores_gemma":[0.007284536,0.005455984,0.8867118,0.00004238352,0.0003850932,0.04237216,0.0001822342,0.00004546056,0.001055809,0.0002216599,0.05613674,0.0001061818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931,0.001274805,0.00001709529,0.001953834,0.0004125655,0.000108013,0.000001894369,0.000006889459,0.003124858],"genre_scores_gemma":[0.9963915,0.0001878531,0.0009270726,0.0009369571,0.0002221475,9.869611e-7,0.000001273599,0.0000137939,0.001318432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08974387,"threshold_uncertainty_score":0.3398947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007318510462766636,"score_gpt":0.2579361940474103,"score_spread":0.2506176835846436,"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."}}