{"id":"W4416875636","doi":"10.58931/cdt.2025.64149","title":"Drug Survival of Biologics for Psoriasis in Canada: Real-World Patterns and Implications","year":2025,"lang":"","type":"article","venue":"Canadian dermatology today.","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psoriasis; Drug; Clinical Practice; Drug class; Survival analysis; Biologic Agents; Drug development; Ustekinumab","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":[0.002332391,0.0002898252,0.0005434523,0.002535076,0.00286198,0.002313586,0.001405351,0.0006470843,0.003418838],"category_scores_gemma":[0.009452255,0.0003073912,0.0006884043,0.008953859,0.001315952,0.0008346627,0.001008828,0.001749036,0.0002167467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08347393,"about_ca_system_score_gemma":0.1168162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964246,"about_ca_topic_score_gemma":0.9968759,"domain_scores_codex":[0.9957125,0.000401768,0.000333051,0.0004751784,0.001846237,0.001231279],"domain_scores_gemma":[0.9853711,0.001097163,0.004004659,0.0003553491,0.006335556,0.002836164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002976262,0.00008914433,0.9235908,0.0003448694,0.0001554487,0.0002450536,0.001828293,0.0006255003,0.0003622852,0.002071198,0.0171645,0.05322522],"study_design_scores_gemma":[0.00002656173,0.00004232544,0.9858969,0.0002633122,0.00008343213,0.0002188326,0.002674456,0.001003673,0.0001550838,0.0003465934,0.009234303,0.00005463348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8726918,0.02423868,0.001243,0.04697486,0.0001890155,0.0002422611,0.03436602,0.0001673213,0.01988698],"genre_scores_gemma":[0.9887998,0.005022042,0.0006396596,0.002052742,0.00003415147,0.00002223246,0.002571268,0.00002260379,0.0008354642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08347393,"threshold_uncertainty_score":0.6056486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620704314083514,"score_gpt":0.2451848129196514,"score_spread":0.2289777697788163,"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."}}