{"id":"W7132998747","doi":"","title":"Evaluating Serum Urate Monitoring amongst Older Adults with Gout Initiating Urate Lowering Therapy in Ontario, Canada","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Gout, Hyperuricemia, Uric Acid","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Gout; Cohort; Febuxostat; Odds; Kidney disease; Hyperuricemia; Odds ratio; Allopurinol","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005293927,0.0001463604,0.0003091641,0.0006525077,0.002077307,0.0009057364,0.0005581535,0.0002934165,0.001770488],"category_scores_gemma":[0.002903849,0.0002032519,0.0003306447,0.001974046,0.0003524213,0.000305709,0.0005245796,0.0004925773,0.0001857461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02136445,"about_ca_system_score_gemma":0.02983514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9860101,"about_ca_topic_score_gemma":0.9944132,"domain_scores_codex":[0.999272,0.00004984977,0.00006049595,0.00006708973,0.0003190423,0.0002314738],"domain_scores_gemma":[0.9977069,0.0001255905,0.0004649426,0.00002617619,0.001127922,0.0005485261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004711199,0.00003314123,0.9905627,0.00004648725,0.00001531228,0.00008308313,0.001043131,0.00003465148,0.0001239119,0.00003858665,0.00137033,0.006601458],"study_design_scores_gemma":[0.000007095471,0.0000373613,0.9970419,0.00005667455,0.00001613959,0.0000476919,0.001340591,0.0001225966,0.00003838366,0.00001194668,0.001275154,0.00000444541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860131,0.001355449,0.0001090748,0.00148987,0.0000283747,0.0001476883,0.00212634,0.00001126577,0.008718866],"genre_scores_gemma":[0.9955583,0.001270176,0.0002974683,0.0004792452,0.00001707755,0.00003310721,0.0006702381,0.00000345113,0.001670921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02136445,"threshold_uncertainty_score":0.1550106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0410541877147462,"score_gpt":0.3461499688762879,"score_spread":0.3050957811615417,"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."}}