{"id":"W1559609595","doi":"10.1186/ar1360","title":"Overview: imaging, biomarkers and arthritis","year":2004,"lang":"en","type":"article","venue":"Arthritis Research","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Arthritis Network; School of Medicine, University of California, San Diego; Menzies Institute for Medical Research; National Cancer Institute; Arthritis Society; University of North Carolina at Chapel Hill; Genentech; National Institutes of Health; Biogen; Lupus Research Institute; Pfizer; Natural Sciences and Engineering Research Council of Canada; Dutch Arthritis Association; Oesterreichische Nationalbank; Deutsche Forschungsgemeinschaft; Nuffield Foundation; Physiotherapy Foundation of Canada; Canadian Institutes of Health Research; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Lupus Research Alliance; Wellcome Trust; Newcastle University; National Institute of Allergy and Infectious Diseases; Howard Hughes Medical Institute; Austrian Science Fund; Arthritis Foundation","keywords":"Medicine; Synovitis; Clinical trial; Window of opportunity; Rheumatoid arthritis; Magnetic resonance imaging; Intensive care medicine; Disease; Clinical Practice; Physical therapy; Internal medicine; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001454565,0.0002224223,0.0004103726,0.0005799991,0.0005506222,0.0002506995,0.0001816462,0.00009386311,0.0007147485],"category_scores_gemma":[0.0005809471,0.0002170182,0.000118138,0.0006820132,0.001263371,0.0003816282,0.0002442614,0.0006852515,0.0005832645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163947,"about_ca_system_score_gemma":0.000380086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009427426,"about_ca_topic_score_gemma":0.0005266871,"domain_scores_codex":[0.9962829,0.0002184337,0.0003777526,0.0006173657,0.001311866,0.001191714],"domain_scores_gemma":[0.9980762,0.0001658119,0.00003294684,0.0005437391,0.0004405565,0.0007407285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000278025,0.0003000123,0.01725083,0.00006928784,0.0001225413,0.002000249,0.0006261437,4.644899e-7,0.009928645,0.01393164,0.009873847,0.9456183],"study_design_scores_gemma":[0.03578658,0.002774569,0.09883483,0.006612027,0.00000501829,0.009480962,0.002664034,0.0001020883,0.02095834,0.06902987,0.7526974,0.00105425],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6272569,0.3481241,0.00005135783,0.01100886,0.0001027772,0.0008414259,0.00002856031,0.0001569778,0.012429],"genre_scores_gemma":[0.6390319,0.3595856,0.0007159955,0.0002398375,0.00009083778,0.00008249875,0.00001934297,0.00003913534,0.0001948047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.944564,"threshold_uncertainty_score":0.8849746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0392763807698166,"score_gpt":0.3588915035736648,"score_spread":0.3196151228038482,"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."}}