{"id":"W3126795547","doi":"10.1016/j.jaip.2021.01.022","title":"The COVID-19 Pandemic in 2021: Avoiding Overdiagnosis of Anaphylaxis Risk While Safely Vaccinating the World","year":2021,"lang":"en","type":"letter","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Alberta; University of Manitoba","funders":"Bausch Health; Aimmune Therapeutics; Institute for Health Metrics and Evaluation; Sanofi; National Peanut Board; Covis Pharma; GlaxoSmithKline; AstraZeneca; Food Allergy Canada; Pfizer","keywords":"Pandemic; Medicine; Overdiagnosis; Public health; Intensive care medicine; Population; Immunology; Disease; Allergy; Coronavirus disease 2019 (COVID-19); Environmental health; Infectious disease (medical specialty); Nursing","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":[0.002527055,0.000611748,0.0008150385,0.0004736003,0.003878805,0.002843199,0.0009692785,0.03878861,0.005230278],"category_scores_gemma":[0.01773011,0.0005097528,0.000845801,0.0003199409,0.002017862,0.003880479,0.001592652,0.02914227,0.00293237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003186976,"about_ca_system_score_gemma":0.00652627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01441808,"about_ca_topic_score_gemma":0.01961742,"domain_scores_codex":[0.9976813,0.0007832532,0.0003335437,0.0002310326,0.0005094534,0.0004614031],"domain_scores_gemma":[0.9935836,0.002507785,0.0005087708,0.0001548621,0.001261359,0.001983723],"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":[0.00009819592,0.0001635022,0.006275217,0.00009493098,0.00002173351,0.013857,0.0007137265,0.0001217846,0.0006128243,0.003137568,0.9551729,0.01973068],"study_design_scores_gemma":[0.0002021298,0.0002817079,0.008338731,0.001039003,0.00005782716,0.01866439,0.003562903,0.001508156,0.0003880927,0.01224691,0.9535762,0.000133882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001186686,0.0006314091,0.00008392009,0.9837695,0.01090222,0.00001162336,0.00002044512,0.00001371571,0.003380477],"genre_scores_gemma":[0.01413977,0.001044414,0.0004652184,0.9497532,0.02762866,0.00002818351,0.00002011689,0.00002324943,0.006897132],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03878861,"threshold_uncertainty_score":0.02866834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05479966501930712,"score_gpt":0.3668826839311488,"score_spread":0.3120830189118416,"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."}}