{"id":"W4415204259","doi":"10.3899/jrheum.2025-0327","title":"Predicting Treatment Outcomes in Patients With Psoriatic Arthritis or Axial Spondyloarthritis: An Artificial Intelligence–Driven Approach","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psoriatic arthritis; Predictive value; MEDLINE; Arthritis; Value (mathematics); Severity of illness","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003559736,0.0008815734,0.0009459998,0.001304237,0.0002339412,0.0009506978,0.0006277251,0.0007426759,0.0009195261],"category_scores_gemma":[0.009972896,0.0003688496,0.000904498,0.0005527362,0.0003376707,0.0004464551,0.0005438926,0.001176493,0.0001912126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007107987,"about_ca_system_score_gemma":0.0007343625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002773614,"about_ca_topic_score_gemma":0.002448335,"domain_scores_codex":[0.9987493,0.0008903384,0.00006634525,0.0001367938,0.00009351355,0.00006386083],"domain_scores_gemma":[0.9934383,0.005447809,0.0006171496,0.0001127614,0.0002335122,0.000150403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001084525,0.0009714263,0.2932635,0.0001981395,0.0009544414,0.0002137316,0.000176715,0.6087859,0.001390578,0.001256121,0.00157164,0.09013341],"study_design_scores_gemma":[0.00005259988,0.0002859281,0.01785038,0.00002261197,0.00006640635,0.00004579621,0.00003403136,0.979233,0.0002690802,0.001932183,0.0001946204,0.00001336893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8211507,0.0013824,0.1697367,0.003816844,0.00005527457,0.000290388,0.001732413,0.0003138041,0.001521558],"genre_scores_gemma":[0.9741802,0.0001652941,0.02395021,0.0003660702,0.00006601193,0.0001552036,0.0007776782,0.000009336857,0.0003302168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003559736,"threshold_uncertainty_score":0.01882595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921241798194043,"score_gpt":0.2772346661574885,"score_spread":0.258022248175548,"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."}}