{"id":"W7025088558","doi":"","title":"Utilization and Costs of Laboratory Monitoring in Biological and Non-Biological Psoriasis Treatment – Large-Scale Claims Data Analysis","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Psoriasis; Population; Disease; Health care; Systemic therapy; Alternative medicine; Disease management; Health services; Epidemiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01185373,0.0005282787,0.0008552122,0.003460074,0.0003981601,0.001971132,0.001359107,0.0009567145,0.002979185],"category_scores_gemma":[0.04278364,0.0005817552,0.002381523,0.006542178,0.0005311088,0.001448346,0.001869879,0.001421625,0.0004608858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00188279,"about_ca_system_score_gemma":0.001400582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009854865,"about_ca_topic_score_gemma":0.00628036,"domain_scores_codex":[0.9856358,0.007594124,0.002420718,0.001447907,0.002251657,0.0006498774],"domain_scores_gemma":[0.9554505,0.02451923,0.01405457,0.003549693,0.001567178,0.0008589464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002216006,0.0004676886,0.9747139,0.0004953343,0.002407604,0.0002009364,0.000246605,0.003598827,0.000108804,0.0009466707,0.003640857,0.01095686],"study_design_scores_gemma":[0.0002877582,0.0004077818,0.9665691,0.0003414636,0.001013471,0.0005709464,0.0007905724,0.02561026,0.0002438046,0.00103594,0.003054911,0.00007393138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612144,0.00198582,0.003177936,0.0006727042,0.00004047007,0.0005307496,0.03025625,0.00005122644,0.002070527],"genre_scores_gemma":[0.9818571,0.0004040413,0.001741369,0.0001074733,0.00004275945,0.0004618888,0.01513888,0.00001442307,0.0002321124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01185373,"threshold_uncertainty_score":0.06268924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2838091649716806,"score_gpt":0.5161528603209563,"score_spread":0.2323436953492757,"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."}}