{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009231032,0.0001199622,0.0006439052,0.00009796891,0.000062101,0.0000184483,0.00008012821,0.0001662281,0.0001144815],"category_scores_gemma":[0.0002122411,0.00009864696,0.0000893012,0.0001667472,0.0002368131,0.0001585716,0.00007238184,0.0002908242,0.00007209687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002201797,"about_ca_system_score_gemma":0.0003887505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008269409,"about_ca_topic_score_gemma":0.00007061617,"domain_scores_codex":[0.9984129,0.0001129933,0.000665157,0.0002263272,0.0003494716,0.0002331264],"domain_scores_gemma":[0.9990834,0.00009495708,0.000219229,0.0003332236,0.0001674861,0.0001016903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002608822,0.0000940244,0.987045,0.0001696408,0.0001638835,0.00003422714,0.000466068,0.000002198836,0.0009967854,0.0005204522,0.0006159338,0.009630846],"study_design_scores_gemma":[0.004003913,0.0004984095,0.9853688,0.0002424928,0.00004400781,0.00002692277,0.0005005828,0.0002772805,0.0002778908,0.0001058878,0.008511463,0.0001423052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910334,0.002021753,0.0000253485,0.0005270675,0.00009473801,0.0004344493,0.00001424254,0.00003985532,0.005809193],"genre_scores_gemma":[0.9980328,0.0003894269,0.0001045362,0.0001406891,0.00004243277,0.00001573267,0.00003133738,0.00002309489,0.001219952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00948854,"threshold_uncertainty_score":0.4022706,"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."}}