{"id":"W4400140665","doi":"10.2196/57340","title":"Hospitalizations for Food-Induced Anaphylaxis Between 2016 and 2021: Population-Based Epidemiologic Study","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poisson regression; Medicine; Incidence (geometry); Epidemiology; Logistic regression; Population; Observational study; Public health; Intensive care unit; Environmental health; Emergency department; Oral food challenge; Pediatrics; Demography; Food allergy; Emergency medicine; Allergy; Internal medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001421022,0.0003903694,0.0004966325,0.001651249,0.0002532768,0.0008652408,0.0005502208,0.0005278704,0.0009621342],"category_scores_gemma":[0.002405247,0.0003346906,0.00110167,0.001978438,0.0002078141,0.0007916382,0.0006568519,0.0006998852,0.0002656856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007547814,"about_ca_system_score_gemma":0.0006834369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01418492,"about_ca_topic_score_gemma":0.01242707,"domain_scores_codex":[0.9992354,0.0001333597,0.0001428175,0.0002023059,0.000151341,0.000134687],"domain_scores_gemma":[0.9977928,0.0002000319,0.001401093,0.0001165006,0.0002836132,0.0002059617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000630249,0.00002077705,0.9988033,0.00003076898,0.00008054507,0.00003058762,0.00003455219,0.00003699743,0.00002280957,0.00001231408,0.0002521215,0.0006124018],"study_design_scores_gemma":[0.000006949186,0.00003801126,0.9990282,0.00003887487,0.00003966177,0.0001430419,0.0002229023,0.0001269656,0.00001457609,0.00001948869,0.0003172226,0.00000403145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987996,0.001947805,0.0001912744,0.0001717322,0.00004007507,0.00003116817,0.008840588,0.00001374556,0.0007676895],"genre_scores_gemma":[0.9906041,0.001181483,0.0001656499,0.00008198794,0.00003680938,0.00004421897,0.007677432,0.000005198929,0.0002029937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01418492,"threshold_uncertainty_score":0.02820474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07512753113062264,"score_gpt":0.3861685675183716,"score_spread":0.3110410363877489,"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."}}