{"id":"W4415879879","doi":"10.58931/cait.2025.5284","title":"Pearls from the European Academy of Allergy and Clinical Immunology (EAACI) Congress, 2025","year":2025,"lang":"","type":"article","venue":"Canadian allergy & immunology today.","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research; European Academy of Allergy and Clinical Immunology; Canadian Allergy, Asthma and Immunology Foundation; AstraZeneca","keywords":"Clinical immunology; Theme (computing); Allergy; Alternative medicine; Global health; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006271971,0.001194849,0.0008318269,0.002086238,0.001618002,0.009355254,0.001295859,0.004020387,0.06714598],"category_scores_gemma":[0.01075605,0.0003958598,0.0007918269,0.001616174,0.00131581,0.003677686,0.00258625,0.008258071,0.05225982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00251988,"about_ca_system_score_gemma":0.007126056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005278624,"about_ca_topic_score_gemma":0.0120835,"domain_scores_codex":[0.9959651,0.0006048082,0.0003212047,0.0003533741,0.002328481,0.000427006],"domain_scores_gemma":[0.9874361,0.001144101,0.0005672469,0.0004187259,0.00692957,0.003504245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002478229,0.00001648481,0.0001213757,0.00008507226,0.000003850581,0.00003375113,0.00001637674,0.00001607222,0.0001207271,0.00100212,0.9624281,0.03613123],"study_design_scores_gemma":[0.000008249512,0.00001440711,0.0004683186,0.0001743384,0.000003047832,0.00005830262,0.00003434322,0.00001493757,0.00005010236,0.0006396503,0.9985288,0.000005445071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0007925988,0.1075923,0.001579652,0.3627921,0.4217572,0.0001960639,0.001756726,0.0003291087,0.1032042],"genre_scores_gemma":[0.01083528,0.1346754,0.003836817,0.1680265,0.2294611,0.0002923867,0.005579222,0.0004412677,0.4468519],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06714598,"threshold_uncertainty_score":0.2246256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849160383415983,"score_gpt":0.2886236337554592,"score_spread":0.2701320299212994,"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."}}