{"id":"W2023266921","doi":"10.3899/jrheum.090232","title":"Resistant Cases of Psoriatic Arthritis: How to Manage Them","year":2009,"lang":"en","type":"article","venue":"Journal of Rheumatology Supplement","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psoriatic arthritis; Enthesitis; Oligoarthritis; Spondyloarthropathy; Psoriasis; Polyarthritis; Rheumatoid arthritis; Dermatology; Arthritis; Population; Disease; Joint disease; Dactylitis; Rheumatoid factor; Internal medicine; Pathology; Osteoarthritis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002187662,0.0001486612,0.0007564623,0.0001652784,0.00006069598,0.000009260659,0.00009184801,0.00004676297,0.0002989076],"category_scores_gemma":[0.0001713044,0.0001126524,0.0001779208,0.0001339472,0.00004118315,0.00005237734,0.00003079593,0.0001089661,0.000009565691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007459233,"about_ca_system_score_gemma":0.00004873036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003103148,"about_ca_topic_score_gemma":0.00009336625,"domain_scores_codex":[0.9985905,0.00004390712,0.0006454801,0.0001290039,0.0003225764,0.0002685649],"domain_scores_gemma":[0.9989809,0.00009117891,0.000388067,0.0001950255,0.000191651,0.0001531586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01133128,0.005675552,0.448343,0.0006127395,0.005497123,0.02407141,0.007958782,0.00001084014,0.003304156,0.02445373,0.2847357,0.1840057],"study_design_scores_gemma":[0.07672768,0.06103848,0.3750419,0.008983884,0.002133668,0.09401472,0.01938417,0.00001359237,0.01717718,0.008546631,0.3357605,0.001177628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721983,0.003361154,0.00009489483,0.02345338,0.0003080694,0.0002908484,0.0000295289,0.00000800713,0.0002558219],"genre_scores_gemma":[0.9912924,0.002724419,0.00553645,0.0002854291,0.00002546294,0.000005496947,0.000006246593,0.000009331325,0.000114791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1828281,"threshold_uncertainty_score":0.4593832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900047439071949,"score_gpt":0.2770414044964266,"score_spread":0.2580409301057071,"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."}}