{"id":"W2063236332","doi":"10.1002/acr.21767","title":"Validation of a novel multibiomarker test to assess rheumatoid arthritis disease activity","year":2012,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":186,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Agency for Healthcare Research and Quality; Biogen; National Institutes of Health; Brigham and Women's Hospital","keywords":"Rheumatoid arthritis; Test (biology); Medicine; Disease; Physical therapy; Internal medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008324367,0.001277327,0.0007419865,0.002486547,0.0003608689,0.001200972,0.0009540175,0.001595785,0.001127786],"category_scores_gemma":[0.01495865,0.0003035601,0.0007496579,0.0009385828,0.0007690063,0.0006296445,0.000769456,0.001010669,0.001004132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003196,"about_ca_system_score_gemma":0.0004817298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005142723,"about_ca_topic_score_gemma":0.000655329,"domain_scores_codex":[0.9923427,0.002716927,0.0005461192,0.001523795,0.002604938,0.0002655099],"domain_scores_gemma":[0.987623,0.005708337,0.002882351,0.0008397211,0.002440441,0.0005061856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003622631,0.001194096,0.760061,0.0004209892,0.0009601177,0.0003142967,0.0002203482,0.003955769,0.1435782,0.0004428758,0.001166234,0.08406346],"study_design_scores_gemma":[0.001128276,0.01144639,0.8222719,0.0002508037,0.0008951143,0.005863102,0.00013965,0.04709778,0.1011728,0.0007452605,0.008836412,0.0001522798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249767,0.007265314,0.05979599,0.0004124209,0.0004286967,0.0006620339,0.001860007,0.0004881767,0.004110564],"genre_scores_gemma":[0.9669299,0.000433328,0.0297358,0.0003263434,0.0002195438,0.000367318,0.001156173,0.00003180172,0.0007997295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008324367,"threshold_uncertainty_score":0.04402399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07692441999650836,"score_gpt":0.3820777971359413,"score_spread":0.305153377139433,"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."}}