{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002937911,0.00008737197,0.0002154697,0.0007421868,0.0000321425,0.000005372937,0.00005033497,0.00007422052,0.0001602555],"category_scores_gemma":[0.00009432452,0.00008231511,0.00003453683,0.001189313,0.00002356949,0.00006824901,0.000047898,0.0001815774,0.00001210541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004285222,"about_ca_system_score_gemma":0.00003558731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002607569,"about_ca_topic_score_gemma":0.01073813,"domain_scores_codex":[0.9988735,0.0000672149,0.0002961434,0.0002238304,0.0003624575,0.0001768918],"domain_scores_gemma":[0.9996194,0.0001159959,0.0000441649,0.0001054,0.00005254666,0.00006244346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005479456,0.0006948984,0.9670119,0.00007073466,0.0002133009,0.0001136581,0.0016035,0.0006368215,0.0001329303,0.0002597177,0.00206227,0.02665229],"study_design_scores_gemma":[0.002744775,0.0004176105,0.9931745,0.00009013659,0.000001392485,0.000005190703,0.0005405323,0.0008363979,0.000006272739,0.0002167434,0.0018942,0.00007227747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963857,0.00009045155,2.559283e-7,0.0009208002,0.00002321775,0.0001387489,0.00001305993,0.00001683053,0.002410927],"genre_scores_gemma":[0.9980193,0.0001765818,0.00002065862,0.0000144449,0.00006470559,0.00002505037,0.000266945,0.00001037924,0.001401929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02658001,"threshold_uncertainty_score":0.5992128,"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."}}