{"id":"W4390519424","doi":"10.1016/j.waojou.2023.100858","title":"Analysis of questionnaire survey to determine worldwide trends in prescriptions of biologics for the treatment of unresponsive chronic urticaria","year":2024,"lang":"en","type":"article","venue":"World Allergy Organization Journal","topic":"Urticaria and Related Conditions","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Omalizumab; Medicine; Formulary; Medical prescription; Adverse effect; Pediatrics; Family medicine; Internal medicine; Immunoglobulin E; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002123934,0.000103222,0.000338952,0.001616355,0.0000674472,0.00001383299,0.00007934539,0.00005478851,0.0005743478],"category_scores_gemma":[0.0003080369,0.00006470057,0.0001647872,0.005437505,0.00007655808,0.00004041446,0.00001104733,0.000091356,0.000001228015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001903261,"about_ca_system_score_gemma":0.0002516289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006968041,"about_ca_topic_score_gemma":0.002927655,"domain_scores_codex":[0.9989226,0.0001204659,0.0005668695,0.0001328094,0.0001319894,0.0001251923],"domain_scores_gemma":[0.9987056,0.0003692141,0.0001411748,0.0001778621,0.0005310782,0.0000750281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001936481,0.00407111,0.4731377,0.0001027088,0.08825868,0.0001012006,0.01445575,0.1879026,0.1384921,0.02142465,0.004903744,0.06521329],"study_design_scores_gemma":[0.0008678592,0.000900658,0.9769472,0.0001938371,0.005519972,0.0000208104,0.00009428232,0.01015271,0.003552688,0.00006810035,0.001600982,0.00008086614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311005,0.007888451,0.0486186,0.01027236,0.0008947156,0.000697736,0.0003238225,0.00005197322,0.0001517758],"genre_scores_gemma":[0.9969927,0.0007621985,0.0002861239,0.00002408445,0.00006913073,0.00001002261,0.0001624414,0.00001532978,0.001677942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5038095,"threshold_uncertainty_score":0.6288705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502768639277129,"score_gpt":0.3002449559389795,"score_spread":0.2752172695462082,"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."}}