{"id":"W2901401353","doi":"10.3899/jrheum.180071","title":"Uptake and Clinical Utility of Multibiomarker Disease Activity Testing in the United States","year":2018,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Agency for Healthcare Research and Quality","keywords":"Medicine; Rheumatoid arthritis; Confounding; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005814893,0.0002397948,0.0002611099,0.001326162,0.0002295052,0.001126601,0.0007427704,0.0006951937,0.00129179],"category_scores_gemma":[0.02508112,0.0002088556,0.0004904096,0.001749681,0.0005212665,0.0007597748,0.0009096326,0.0007865105,0.0002371098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007605097,"about_ca_system_score_gemma":0.000577473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01755241,"about_ca_topic_score_gemma":0.01474788,"domain_scores_codex":[0.9937245,0.003215523,0.000500749,0.0008060994,0.00136619,0.0003869065],"domain_scores_gemma":[0.9740416,0.009509553,0.01179309,0.0009183742,0.002427107,0.001310184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003965074,0.00002498024,0.996204,0.00001140052,0.00004725782,0.00001532722,0.00003767751,0.0001258345,0.00002086065,0.00003689288,0.0001959391,0.003240363],"study_design_scores_gemma":[0.000005977936,0.00007989616,0.9971356,0.00004992231,0.00004564966,0.000161698,0.0002000947,0.00174096,0.00007332123,0.00007260516,0.0004290522,0.000005315203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907029,0.002797236,0.0004208553,0.001469264,0.00003520641,0.00001554057,0.001107582,0.00001706196,0.003434417],"genre_scores_gemma":[0.9991428,0.0002751184,0.00007969597,0.00008912342,0.00002393108,0.000002625015,0.0003181261,0.000001673368,0.00006696114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01755241,"threshold_uncertainty_score":0.03490049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06007602853665309,"score_gpt":0.3639915304449476,"score_spread":0.3039155019082945,"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."}}