{"id":"W4388014063","doi":"10.1111/all.15929","title":"Trends in severe allergic reactions of adults in Finland between 1999 and 2020: A national population study","year":2023,"lang":"en","type":"article","venue":"Allergy","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Anaphylaxis; Medicine; Incidence (geometry); Food allergy; Population; Confidence interval; Allergy; Pediatrics; Anaphylactic shock; Demography; Internal medicine; Environmental health; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001109385,0.000390235,0.0005166952,0.002079435,0.0005327323,0.0008616725,0.0005249257,0.0006926298,0.0009066919],"category_scores_gemma":[0.001284973,0.0003157615,0.0008698435,0.003096887,0.0002107008,0.0007958251,0.0006274547,0.000511742,0.000359461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008253602,"about_ca_system_score_gemma":0.0008605672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02838074,"about_ca_topic_score_gemma":0.02697195,"domain_scores_codex":[0.9992114,0.00009396985,0.0001446787,0.0002351619,0.0001932947,0.0001213108],"domain_scores_gemma":[0.9992884,0.00006104031,0.000268797,0.00004866576,0.0001898188,0.0001432684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009456969,0.00004994777,0.9961383,0.00007497291,0.0001806207,0.0001399386,0.0002434256,0.00008373665,0.0002187884,0.00003029321,0.0006212883,0.002124075],"study_design_scores_gemma":[0.000004228595,0.00006433799,0.9987527,0.0000180357,0.00006007596,0.0001822916,0.000184061,0.0001107682,0.00003050523,0.00001387756,0.0005729446,0.000006190579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746337,0.002135904,0.0002897888,0.0001293511,0.00002834582,0.00007870199,0.02116942,0.00002540835,0.001509335],"genre_scores_gemma":[0.9799244,0.001120493,0.0004979162,0.000141471,0.00005309825,0.0001503649,0.01763821,0.000008148854,0.0004656875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02838074,"threshold_uncertainty_score":0.05643111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03329137784340779,"score_gpt":0.3353649360621777,"score_spread":0.3020735582187699,"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."}}