{"id":"W4391562060","doi":"10.1001/jama.2023.26640","title":"Serum Urate and Recurrent Gout","year":2024,"lang":"en","type":"article","venue":"JAMA","topic":"Gout, Hyperuricemia, Uric Acid","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases","keywords":"Gout; Medicine; Internal medicine; Hyperuricemia; Medical record; Uric acid; Retrospective cohort study; Medical history","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":[],"consensus_categories":[],"category_scores_codex":[0.0001418009,0.0001031764,0.00014773,0.00006610756,0.00002875807,0.00006031651,0.00004093926,0.00008447008,0.0002418183],"category_scores_gemma":[0.00009719461,0.00007900773,0.00004248627,0.0001621923,0.00003454066,0.00009025474,0.0000514254,0.0002656275,0.0004802494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004992929,"about_ca_system_score_gemma":0.0000578859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001256057,"about_ca_topic_score_gemma":0.000002136645,"domain_scores_codex":[0.9992673,0.00001719827,0.000132085,0.000234823,0.0001666662,0.00018194],"domain_scores_gemma":[0.999586,0.00004747653,0.00001569279,0.0001960274,0.00002885831,0.0001258857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001331384,0.00009883843,0.01410682,0.0009279267,0.0002687401,0.001093816,0.002362547,9.228583e-7,0.006229897,0.001800859,0.1543114,0.8186651],"study_design_scores_gemma":[0.001715383,0.00037354,0.09661324,0.000651161,0.0003442475,0.0008629924,0.0003028298,0.003250364,0.003030295,0.0006151382,0.8919791,0.0002617209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947224,0.009152082,0.00007333287,0.01896419,0.000852789,0.0002410229,0.00001977052,0.0002513044,0.02322149],"genre_scores_gemma":[0.9896212,0.0002693267,0.0003824395,0.0009025843,0.0005926263,0.00001066088,0.00001025973,0.0000235837,0.00818738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8184034,"threshold_uncertainty_score":0.6172794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493932424872922,"score_gpt":0.2797625636049862,"score_spread":0.264823239356257,"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."}}