{"id":"W3018887432","doi":"10.1093/rheumatology/kez382","title":"Associations of clinical and inflammatory biomarker clusters with juvenile idiopathic arthritis categories","year":2019,"lang":"en","type":"article","venue":"Lara D. Veeken","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Genomics; University of Manitoba; University of Saskatchewan; Hospital for Sick Children; Children's Hospital of Eastern Ontario; Dalhousie University; Université de Sherbrooke; University of Toronto; BC Children's Hospital; Izaak Walton Killam Health Centre; Centre hospitalier universitaire de Québec; Janeway Children's Health and Rehabilitation Centre; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Canadian Arthritis Network; Arthritis Society; University of Saskatchewan; University of British Columbia; McGill University","keywords":"Medicine; Biomarker; Principal component analysis; Arthritis; Contingency table; Cluster (spacecraft); Internal medicine; Artificial intelligence; Statistics; Mathematics; Computer science","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":[0.001229526,0.0003533997,0.000345542,0.001687096,0.0005864783,0.0007871831,0.0005761733,0.0003710753,0.001384226],"category_scores_gemma":[0.006740755,0.0001783235,0.0004561621,0.001655551,0.0005053248,0.0002902892,0.0007721036,0.0006025074,0.0001541589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549811,"about_ca_system_score_gemma":0.003119968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1661356,"about_ca_topic_score_gemma":0.2146874,"domain_scores_codex":[0.9987143,0.0002019098,0.00009600144,0.0002532473,0.000495172,0.0002394285],"domain_scores_gemma":[0.9956698,0.0007712588,0.001923685,0.0002381409,0.000902227,0.0004948981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001142032,0.00001134287,0.9968066,0.0000135791,0.00004518155,0.00002081756,0.0001026794,0.000158513,0.0003829635,0.00004156703,0.0001224146,0.002180207],"study_design_scores_gemma":[0.000005866741,0.00003392957,0.9983782,0.000008613169,0.00001965855,0.00008859862,0.0001804701,0.0008279019,0.0002014778,0.0000569774,0.0001937502,0.000004655469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972504,0.0002600025,0.0007974415,0.00008730382,0.000005610728,0.00002909934,0.001015885,0.00001956442,0.0005347362],"genre_scores_gemma":[0.9982283,0.00004562343,0.0009638261,0.000006644716,0.000002917326,0.0000103058,0.000607162,0.000004443223,0.0001307799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1661356,"threshold_uncertainty_score":0.3303372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734132988789038,"score_gpt":0.3118289625102332,"score_spread":0.2844876326223428,"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."}}