{"id":"W6966232996","doi":"10.3899/jrheum.2025-0314.pod08","title":"Incidence and Predictors of Secondary Failure to Biologic Therapy in Patients with Psoriatic Arthritis","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Western Hospital; Krembil Foundation; University of Waterloo; University of Toronto","funders":"","keywords":"Psoriatic arthritis; Golimumab; Incidence (geometry); Proportional hazards model; Cohort; Multivariate analysis; Cumulative incidence; Observational study; Prospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017329,0.0002631884,0.000562694,0.0008560108,0.0003546577,0.0007080737,0.0003923824,0.0005245991,0.001790718],"category_scores_gemma":[0.006706262,0.0001920445,0.0007664239,0.0008000668,0.0002772504,0.0005313005,0.000557018,0.001339686,0.0003238904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001976483,"about_ca_system_score_gemma":0.0002969206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654592,"about_ca_topic_score_gemma":0.001206884,"domain_scores_codex":[0.998429,0.0004873205,0.0002328354,0.0002256273,0.0003911371,0.0002340909],"domain_scores_gemma":[0.9903269,0.001962623,0.005432899,0.0004196822,0.0007994844,0.001058348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001114331,0.00002286777,0.9986368,0.000007868372,0.00002835502,0.00003827495,0.00001424099,0.00003999374,0.00005564349,0.000006051329,0.00005512713,0.0009832765],"study_design_scores_gemma":[0.000008682885,0.000145523,0.9985886,0.000007997659,0.0000222648,0.0005675781,0.00005908344,0.0004281333,0.00004626076,0.00002106353,0.0001007786,0.000003931256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978557,0.0009967785,0.0001773497,0.00009963968,0.00001097664,0.00001278175,0.0002830207,0.000009527839,0.0005542574],"genre_scores_gemma":[0.999523,0.0001167228,0.00006736197,0.0000145494,0.00002725781,0.000004801353,0.0001766304,0.000001504558,0.00006806332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001790718,"threshold_uncertainty_score":0.009164572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004619491496053289,"score_gpt":0.2264449115211342,"score_spread":0.221825420025081,"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."}}