{"id":"W2009936903","doi":"10.3899/jrheum.090230","title":"Monitoring Biological Therapies in Psoriatic Arthritis","year":2009,"lang":"en","type":"article","venue":"Journal of Rheumatology Supplement","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psoriatic arthritis; Arthritis; Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006534312,0.0001450783,0.0006501176,0.000343335,0.00005412321,0.00002252025,0.0001414362,0.00009094835,0.0004693728],"category_scores_gemma":[0.000200622,0.000105573,0.0001470122,0.0001560918,0.00008896074,0.0001252553,0.00001998999,0.0003853042,0.00001429214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007469329,"about_ca_system_score_gemma":0.0001187621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002226159,"about_ca_topic_score_gemma":0.00001427445,"domain_scores_codex":[0.9981434,0.0001403443,0.0008401234,0.0001332183,0.0003358665,0.0004069944],"domain_scores_gemma":[0.9992098,0.0001284773,0.0002235459,0.0001417049,0.0001322267,0.0001642465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006283101,0.0004975944,0.7919607,0.00001447056,0.0001586419,0.0005200505,0.001256896,0.000002889304,0.001868917,0.001716088,0.001593067,0.1997824],"study_design_scores_gemma":[0.02585547,0.01088867,0.8668149,0.00331086,0.00001197726,0.01779307,0.005492303,0.00004018025,0.007787332,0.01870029,0.04283668,0.000468253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614948,0.02767734,0.0001088376,0.01013203,0.0003165029,0.0001812696,0.000002271542,0.00001310919,0.0000738403],"genre_scores_gemma":[0.8759559,0.1207996,0.003090551,0.00009037022,0.00004075433,0.000005239796,0.000002187813,0.000006880502,0.000008517731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1993141,"threshold_uncertainty_score":0.5139303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02322537129737526,"score_gpt":0.309899308347684,"score_spread":0.2866739370503087,"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."}}