{"id":"W4386519797","doi":"10.1016/j.anai.2023.08.606","title":"Managing anaphylaxis","year":2023,"lang":"en","type":"article","venue":"Annals of Allergy Asthma & Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; SickKids Foundation; McMaster University; George & Fay Yee Centre for Healthcare Innovation; Children's Hospital Research Institute of Manitoba; Impact; Memorial University of Newfoundland; BC Children's Hospital; University of British Columbia; Hospital for Sick Children; AllerGen; Université de Montréal; London Health Sciences Centre; Centre Hospitalier Universitaire Sainte-Justine; McGill University Health Centre; Hôpital du Sacré-Cœur de Montréal; University of Calgary; University of Toronto; Montreal Children's Hospital","funders":"","keywords":"Anaphylaxis; Medicine; Epinephrine; Odds ratio; Allergy; Anesthesia; Emergency department; Emergency medicine; Internal medicine; Immunology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006786404,0.0006726005,0.0003902612,0.0009000902,0.0009992208,0.001362659,0.0006163964,0.001690289,0.02426174],"category_scores_gemma":[0.003875304,0.0001611188,0.000637419,0.0002936661,0.0002740771,0.001270417,0.00135614,0.003065678,0.009865657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005315593,"about_ca_system_score_gemma":0.001158606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003532835,"about_ca_topic_score_gemma":0.0009735999,"domain_scores_codex":[0.9993679,0.000137437,0.00006001369,0.00007426315,0.000232028,0.0001283089],"domain_scores_gemma":[0.9986999,0.0002234984,0.000152765,0.00006237419,0.000269626,0.0005917995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001002781,0.0004667326,0.008796035,0.0003767441,0.00005251711,0.01023909,0.0002967438,0.0001936033,0.001562467,0.001972657,0.3482915,0.6276516],"study_design_scores_gemma":[0.0001435566,0.0005294175,0.01452774,0.002441466,0.0001222954,0.05444714,0.0006973019,0.0004007565,0.001040975,0.005090458,0.920527,0.00003194657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04355114,0.1243751,0.02165022,0.1756793,0.03101742,0.0007082821,0.0003143642,0.002024699,0.6006795],"genre_scores_gemma":[0.3281879,0.1412874,0.0364022,0.1799722,0.07277022,0.0008281766,0.001462894,0.0004651869,0.2386236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02426174,"threshold_uncertainty_score":0.08116364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04864880918798561,"score_gpt":0.3378265815886939,"score_spread":0.2891777724007083,"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."}}