{"id":"W3089803202","doi":"10.3899/jrheum.200347","title":"Variability in Urate-lowering Therapy Prescribing: A Gout, Hyperuricemia and Crystal-Associated Disease Network (G-CAN) Physician Survey","year":2020,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Gout, Hyperuricemia, Uric Acid","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gout; Hyperuricemia; Kidney disease; Febuxostat; Family medicine; Allopurinol; Internal medicine; Physical therapy; Population; Dosing; Intensive care medicine; Uric acid; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002954413,0.0001126457,0.0002560811,0.0006907706,0.0004561769,0.0007370309,0.0004787873,0.0009443346,0.001904963],"category_scores_gemma":[0.01236961,0.0002102354,0.0002547374,0.001541341,0.0002650958,0.0008447301,0.0008440917,0.0007200224,0.0004488422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007718648,"about_ca_system_score_gemma":0.0006224583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01587793,"about_ca_topic_score_gemma":0.02393438,"domain_scores_codex":[0.996977,0.001288425,0.0004325659,0.0002969012,0.0007276838,0.0002773603],"domain_scores_gemma":[0.9898532,0.003180767,0.004220625,0.000350105,0.001237787,0.001157506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000695997,0.00009332728,0.9916617,0.00006113855,0.00004373511,0.00006498415,0.00113306,0.0000259909,0.00008043197,0.00002703451,0.003112212,0.003626764],"study_design_scores_gemma":[0.00001362721,0.000124978,0.9963138,0.00006687261,0.0000146831,0.0001873619,0.00145927,0.0002645877,0.00003073928,0.0000187586,0.001496832,0.000008511074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948784,0.0002812572,0.0001128713,0.002061273,0.00002828483,0.0000423639,0.001780052,0.000007269634,0.0008082966],"genre_scores_gemma":[0.9965257,0.0002957661,0.0002792619,0.001571727,0.00007188643,0.00007000461,0.0008914534,0.000005649207,0.000288612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01587793,"threshold_uncertainty_score":0.03157103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02882501567322219,"score_gpt":0.249774707195519,"score_spread":0.2209496915222968,"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."}}