{"id":"W3167456795","doi":"10.1002/art.41888","title":"Optimizing the Start Time of Biologics in Polyarticular Juvenile Idiopathic Arthritis: A Comparative Effectiveness Study of Childhood Arthritis and Rheumatology Research Alliance Consensus Treatment Plans","year":2021,"lang":"en","type":"article","venue":"Arthritis & Rheumatology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"H2020 European Research Council; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Swedish Orphan Biovitrum; National Institutes of Health; Sanofi; Childhood Arthritis and Rheumatology Research Alliance; Rheumatology Research Foundation; Pfizer; Patient-Centered Outcomes Research Institute; Eli Lilly and Company; Bristol-Myers Squibb; Genentech; Arthritis Foundation","keywords":"Medicine; Internal medicine; Rheumatology; Observational study; Arthritis; Physical therapy; Antirheumatic drugs; Disease; Biosimilar; Antirheumatic Agents","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":[0.00192913,0.0003296732,0.002516555,0.0002752024,0.0002781538,0.00002248484,0.0001941994,0.0002649572,0.0000923703],"category_scores_gemma":[0.0007540498,0.0002733076,0.0001339488,0.0007074661,0.001396436,0.00007546542,0.0002424237,0.0006472068,0.00003106325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008632892,"about_ca_system_score_gemma":0.0008254708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253597,"about_ca_topic_score_gemma":0.003672372,"domain_scores_codex":[0.9934143,0.003158933,0.001494047,0.0007097623,0.0004318164,0.0007911628],"domain_scores_gemma":[0.9967027,0.001635081,0.0003187059,0.0007065196,0.0005073692,0.0001295713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002937347,0.01191122,0.8092911,0.0007120736,0.001662244,0.004956007,0.07574033,0.0003417197,0.02301175,0.003664177,0.0002648235,0.06550717],"study_design_scores_gemma":[0.08388992,0.03091199,0.6337675,0.01930239,0.0001334486,0.01986459,0.1436655,0.001747235,0.06167379,0.002583863,0.001086364,0.001373441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8929563,0.1045268,0.000009798832,0.0006180676,0.00006658948,0.001617722,0.00004036157,0.00003086433,0.0001335204],"genre_scores_gemma":[0.9646475,0.03481903,0.0001126166,0.00002143015,0.000003912529,0.0003212333,0.00003101422,0.0000277772,0.00001552012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1755237,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03887260248920518,"score_gpt":0.3245607160418282,"score_spread":0.285688113552623,"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."}}