{"id":"W4292857745","doi":"10.1016/j.jaip.2022.08.021","title":"Allergic Fungal Rhinosinusitis: The Role and Expectations of Biologics","year":2022,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Novartis Animal Health; Novartis","keywords":"Medicine; Nonallergic rhinitis; Omalizumab; Dupilumab; Mepolizumab; Rhinology; Dermatology; Nasal polyps; Sinusitis; Infliximab; Allergy; Clinical trial; Asthma; Internal medicine; Immunology; Atopic dermatitis; Immunoglobulin E; Surgery; Otorhinolaryngology; Eosinophil; Disease","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":[0.006866366,0.0005409987,0.001050205,0.0009081244,0.0007062901,0.003245064,0.0007310797,0.003148006,0.001887708],"category_scores_gemma":[0.0133517,0.0002421375,0.0007045449,0.0005841539,0.002075912,0.004826615,0.001457198,0.005007301,0.0008380761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207503,"about_ca_system_score_gemma":0.00226944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009352725,"about_ca_topic_score_gemma":0.001722861,"domain_scores_codex":[0.9966347,0.001570302,0.0003990969,0.0002629518,0.0009527213,0.0001802955],"domain_scores_gemma":[0.9895089,0.007187455,0.0009532811,0.0002022829,0.001319415,0.0008288026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006924263,0.0002099405,0.01024372,0.003961652,0.0001317173,0.003135187,0.001339735,0.0005724264,0.002160477,0.03668536,0.05481768,0.8860497],"study_design_scores_gemma":[0.0001646272,0.001006647,0.0105071,0.01227401,0.0002333931,0.01887324,0.003232229,0.00103581,0.001007134,0.04794098,0.9035636,0.0001613025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005333538,0.8976469,0.00108477,0.08369339,0.002053155,0.00001356164,0.00004542298,0.00002142125,0.01010778],"genre_scores_gemma":[0.07685833,0.8608374,0.002455477,0.04229367,0.0147014,0.00005013367,0.00008575482,0.00002318156,0.002694646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006866366,"threshold_uncertainty_score":0.03631324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02489673395108254,"score_gpt":0.3444346015866702,"score_spread":0.3195378676355876,"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."}}