{"id":"W2217064679","doi":"10.1136/annrheumdis-2015-208237","title":"2015 Gout classification criteria: an American College of Rheumatology/European League Against Rheumatism collaborative initiative","year":2015,"lang":"en","type":"review","venue":"Annals of the Rheumatic Diseases","topic":"Gout, Hyperuricemia, Uric Acid","field":"Medicine","cited_by":895,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute on Aging; National Cancer Institute; National Institutes of Health; Agency for Healthcare Research and Quality; Faculty of Medical and Health Sciences, University of Auckland; European League Against Rheumatism; Arthritis New Zealand","keywords":"Medicine; Tophus; Gout; Rheumatology; Rheumatism; Internal medicine; Gold standard (test); Synovial fluid; Radiology; Physical therapy; Hyperuricemia; Pathology; Osteoarthritis; Uric acid; Alternative medicine","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":[0.001302578,0.0009370614,0.005296502,0.000490624,0.0001552726,0.00003108226,0.001215975,0.0002563733,0.0000741308],"category_scores_gemma":[0.003741464,0.0006397805,0.0009151376,0.001765355,0.001595159,0.0003434677,0.0003889354,0.0005095528,0.0001052083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678917,"about_ca_system_score_gemma":0.002718854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008228596,"about_ca_topic_score_gemma":0.000009249542,"domain_scores_codex":[0.9915229,0.003276697,0.002722784,0.0007772092,0.001133406,0.00056697],"domain_scores_gemma":[0.9896321,0.0009086668,0.004977148,0.002250539,0.001630647,0.000600871],"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":[0.0002615599,0.002381485,0.000598963,0.04231947,0.004682483,0.00004495323,0.002961644,0.000005829959,0.000003670956,0.001035173,0.1187205,0.8269843],"study_design_scores_gemma":[0.006006372,0.004091502,0.0141522,0.3453892,0.02179476,0.0007238552,0.0253005,0.000857221,0.00004376099,0.002041209,0.5755627,0.004036687],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005441935,0.9791669,0.00002921787,0.0008946307,0.0004613767,0.00319985,0.007718731,0.000122632,0.002964772],"genre_scores_gemma":[0.03509591,0.9626185,0.0004378963,0.0002376789,0.00004123515,0.0001976576,0.000991138,0.0001908752,0.0001890916],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8229476,"threshold_uncertainty_score":0.9996054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1343810169536938,"score_gpt":0.408770922938034,"score_spread":0.2743899059843402,"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."}}