{"id":"W3170460588","doi":"10.1002/art.41892","title":"Improved Disease Course Associated With Early Initiation of Biologics in Polyarticular Juvenile Idiopathic Arthritis: Trajectory Analysis of a Childhood Arthritis and Rheumatology Research Alliance Consensus Treatment Plans Study","year":2021,"lang":"en","type":"article","venue":"Arthritis & Rheumatology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Swedish Orphan Biovitrum; National Institutes of Health; Childhood Arthritis and Rheumatology Research Alliance; Sanofi; Patient-Centered Outcomes Research Institute; Bristol-Myers Squibb; H2020 European Research Council; Genentech; Arthritis Foundation","keywords":"Medicine; Internal medicine; Rheumatology; Arthritis; Odds ratio; Disease; Physical therapy; Confidence interval; Cohort","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001276796,0.0003221069,0.002433115,0.0006528857,0.0001685479,0.00002249224,0.0001300028,0.0002858142,0.00008786382],"category_scores_gemma":[0.001505768,0.0003062353,0.0001960118,0.001714708,0.0009905894,0.00009809723,0.00009531507,0.0004974399,0.000004135716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078983,"about_ca_system_score_gemma":0.001608175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001553714,"about_ca_topic_score_gemma":0.02115141,"domain_scores_codex":[0.9947862,0.001602327,0.001592665,0.0007601588,0.0004912036,0.0007674195],"domain_scores_gemma":[0.9972528,0.0006657949,0.0004752908,0.00064694,0.0007154539,0.0002437519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007790654,0.004425031,0.9714931,0.0000864511,0.001969539,0.002016777,0.004427853,0.00003392634,0.001226041,0.0002935678,0.00001226002,0.01323644],"study_design_scores_gemma":[0.01465515,0.004498701,0.9700239,0.001865012,0.0003283473,0.0003604353,0.006360805,0.0006648138,0.0008306731,0.0001244345,0.00001247038,0.0002752247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386591,0.05947636,0.00001142683,0.0004439328,0.00004276823,0.001107745,0.0001819647,0.00004272785,0.00003398605],"genre_scores_gemma":[0.9724637,0.02696271,0.00004574606,0.00002237753,0.000002967458,0.0002536443,0.0002005714,0.00003376097,0.00001455715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03380458,"threshold_uncertainty_score":0.999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329496621918504,"score_gpt":0.3001100792011597,"score_spread":0.2768151129819746,"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."}}