{"id":"W2400511889","doi":"10.1136/rmdopen-2015-000225","title":"Identifying flares in rheumatoid arthritis: reliability and construct validation of the OMERACT RA Flare Core Domain Set","year":2016,"lang":"en","type":"article","venue":"RMD Open","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Western University; Vancouver Coastal Health Research Institute; Université de Sherbrooke; St Joseph's Health Care; University of Toronto; Southlake Regional Health Center; University of Manitoba; Mount Sinai Hospital","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; University of Toronto; McMaster University; McGill University","keywords":"Medicine; Rheumatoid arthritis; Flare; Reliability (semiconductor); Core (optical fiber); Internal medicine","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":[0.0008667664,0.0001110219,0.0003309838,0.00007295376,0.0001074928,0.00007599946,0.0002472785,0.00005863788,0.0003276201],"category_scores_gemma":[0.0005989108,0.0000639773,0.00005230967,0.0001681284,0.0003212295,0.0003904691,0.0002933344,0.0001328673,0.0000149973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004539885,"about_ca_system_score_gemma":0.0001473128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004597739,"about_ca_topic_score_gemma":0.000329857,"domain_scores_codex":[0.9986513,0.0001927758,0.0003695519,0.0002538999,0.0003065878,0.0002259051],"domain_scores_gemma":[0.999073,0.0002122493,0.0001129012,0.0004095843,0.0001027485,0.00008955089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005215088,0.00008336958,0.8846065,0.0001301157,0.00005898701,0.00002658821,0.002017339,7.430159e-7,0.0447733,0.001470086,0.0008546273,0.06545678],"study_design_scores_gemma":[0.02078458,0.0003546068,0.8243783,0.01068486,0.000004472538,0.0004739928,0.004360491,0.0000235514,0.0879079,0.04043718,0.01018958,0.0004004888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941025,0.002825262,0.00002492313,0.001405813,0.00007533973,0.0009209118,0.00005987476,0.00001301086,0.0005723191],"genre_scores_gemma":[0.9851691,0.01429749,0.0003486103,0.00003919213,0.00001045255,0.00003919038,0.00001201732,0.00001284756,0.00007106522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06505629,"threshold_uncertainty_score":0.358721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03412431387302808,"score_gpt":0.3226659352620412,"score_spread":0.2885416213890132,"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."}}