{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00141926,0.0005992539,0.0009555871,0.001409149,0.0002962846,0.001216116,0.0005690972,0.0006556142,0.006754692],"category_scores_gemma":[0.00339572,0.0001536037,0.0004925848,0.001120183,0.000250223,0.0008216755,0.0005756897,0.0007905806,0.001000096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003509585,"about_ca_system_score_gemma":0.0008296026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052374,"about_ca_topic_score_gemma":0.001577547,"domain_scores_codex":[0.9994774,0.000184073,0.00007789595,0.00007019979,0.000122034,0.00006843009],"domain_scores_gemma":[0.9981786,0.0004036176,0.0007932512,0.00004271899,0.0002761002,0.0003058434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002950211,0.00146926,0.8089065,0.001043228,0.0002107601,0.0004392959,0.0001476872,0.0003553359,0.002672417,0.0002759578,0.005474559,0.1760547],"study_design_scores_gemma":[0.0007976523,0.003633676,0.9779788,0.0007944009,0.0003658842,0.001395956,0.0006145206,0.002807934,0.001262547,0.000953793,0.009349913,0.0000448719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922715,0.0439104,0.004627307,0.006840216,0.0004661605,0.0007118423,0.003346668,0.0001867113,0.01719566],"genre_scores_gemma":[0.9792948,0.008041539,0.007058972,0.001251189,0.0007134002,0.0002814013,0.001919703,0.00002391291,0.001415025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006754692,"threshold_uncertainty_score":0.02259672,"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."}}