{"id":"W4411418479","doi":"10.1016/j.ard.2025.05.189","title":"OP0176 IDENTIFICATION OF INFLAMMATORY AND NON-INFLAMMATORY MECHANISMS TO IMPROVE TREATMENT STRATEGIES IN DIFFICULT-TO-TREAT PSA PATIENTS USING CLINICAL AND SONOGRAPHIC FINDINGS","year":2025,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Identification (biology); Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001817849,0.0001514096,0.000467919,0.0001734308,0.0000531873,0.00002709242,0.0000911947,0.00007164828,0.000003377148],"category_scores_gemma":[0.001145708,0.00009805581,0.0001059692,0.0002406929,0.0001494978,0.00007501207,0.0001011193,0.00004471073,0.000001050386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001093761,"about_ca_system_score_gemma":0.0001098716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004817107,"about_ca_topic_score_gemma":0.00001485807,"domain_scores_codex":[0.998648,0.00006349735,0.0007436478,0.0002228895,0.0001629171,0.0001589885],"domain_scores_gemma":[0.9989671,0.0003014081,0.0001693312,0.00027473,0.0001384066,0.0001490525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004038274,0.001506851,0.9745426,0.001767469,0.0001565066,0.000003578265,0.0006799596,0.00008415038,0.001715654,0.003335609,0.0001937934,0.01560999],"study_design_scores_gemma":[0.001216984,0.0003751285,0.987637,0.001365004,0.0001697739,3.4824e-7,0.0007868052,0.0004699108,0.002956912,0.004927405,0.000003428862,0.0000912954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978853,0.0003126143,0.0001963993,0.0005177396,0.00006548428,0.0009406484,0.00004409706,0.00001004168,0.00002760983],"genre_scores_gemma":[0.9991187,0.0004932423,0.0001499057,0.0001628149,0.000003227738,0.00004275583,0.000006039857,0.000007395688,0.00001589704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0155187,"threshold_uncertainty_score":0.39986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02785501365278908,"score_gpt":0.3418971638999449,"score_spread":0.3140421502471558,"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."}}