{"id":"W2156291147","doi":"10.1136/ard.2008.102277","title":"From gene expression to serum proteins: biomarker discovery in ankylosing spondylitis","year":2008,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Western Hospital","funders":"","keywords":"Ankylosing spondylitis; Erythrocyte sedimentation rate; Medicine; Fold change; Infliximab; Biomarker; Gene expression; Pathogenesis; Internal medicine; Microarray; C-reactive protein; Tumor necrosis factor alpha; Immunology; Inflammation; Gastroenterology; Gene; Biology; Biochemistry","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":[0.001245682,0.0005443624,0.001318662,0.001215562,0.0002264542,0.001512572,0.0002822872,0.0007621457,0.0006704259],"category_scores_gemma":[0.00308507,0.0001773776,0.000391365,0.001865944,0.0005577384,0.0005899455,0.0003862786,0.001076715,0.0002706435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003202357,"about_ca_system_score_gemma":0.0005442571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005291538,"about_ca_topic_score_gemma":0.0007294092,"domain_scores_codex":[0.9992886,0.0003066337,0.0000533899,0.0001284564,0.0001607183,0.00006224862],"domain_scores_gemma":[0.9988762,0.0007196826,0.0001227074,0.0000454758,0.0001564377,0.00007945087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003242969,0.0006565447,0.3618114,0.001648669,0.0009313422,0.0008251283,0.0003148947,0.002711417,0.04841934,0.002091776,0.0106169,0.5667297],"study_design_scores_gemma":[0.000395256,0.005087193,0.8047456,0.001037069,0.003125634,0.005038457,0.001742746,0.02481792,0.07219252,0.03780861,0.04384239,0.000166712],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7250475,0.2267072,0.02135477,0.01503338,0.001446211,0.0000842235,0.002429312,0.0003120329,0.007585384],"genre_scores_gemma":[0.9255772,0.05377413,0.01082496,0.005036421,0.001336448,0.00009437838,0.0007322856,0.0000313063,0.002592818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001512572,"threshold_uncertainty_score":0.006587863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05519500761971757,"score_gpt":0.3089464564885123,"score_spread":0.2537514488687947,"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."}}