{"id":"W2106618558","doi":"10.3899/jrheum.081296","title":"Impact of a Rheumatology Consultation Service on the Diagnostic Accuracy and Management of Gout in Hospitalized Patients","year":2009,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Gout, Hyperuricemia, Uric Acid","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Nova Scotia Cancer Centre; Queen Elizabeth II Health Sciences Centre; Nova Scotia Hospital","funders":"","keywords":"Medicine; Gout; Rheumatology; Internal medicine; Physical therapy; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006214206,0.0001567408,0.0006907624,0.0001857675,0.00003432669,0.000003606272,0.0002338447,0.00009522689,0.00003388819],"category_scores_gemma":[0.001933773,0.00008170827,0.00008888335,0.0003151294,0.0001403333,0.00007014401,0.00004557701,0.0002813678,0.000005089843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006076843,"about_ca_system_score_gemma":0.00008027293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003641242,"about_ca_topic_score_gemma":0.0000133571,"domain_scores_codex":[0.9982337,0.0003012668,0.0008935244,0.00009872612,0.0002635235,0.0002092127],"domain_scores_gemma":[0.9954739,0.002788666,0.001107995,0.0002781708,0.000290123,0.00006111992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001663946,0.0005336743,0.9896062,0.0002112131,0.0004649058,0.0000172184,0.003817402,0.00008784172,0.0001145876,0.0008764203,0.0004570891,0.00214953],"study_design_scores_gemma":[0.006264641,0.001740595,0.9873876,0.0009450224,0.0002715529,0.001583374,0.0007417504,0.0001485174,0.0000644769,0.0007684199,0.00001183649,0.00007224457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953725,0.0004495407,0.00003535128,0.003397867,0.0000877501,0.000509307,0.000004248877,0.000004563561,0.0001389245],"genre_scores_gemma":[0.9959348,0.003703098,0.0001333189,0.0002079365,0.000001287701,0.000003382308,0.000002429978,0.000009754373,0.000004012353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004600694,"threshold_uncertainty_score":0.3331967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116357079767994,"score_gpt":0.2846349771889901,"score_spread":0.2734714063913101,"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."}}