{"id":"W4416136040","doi":"10.1503/cmaj.250884","title":"Management of anaphylaxis","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Lawson Health Research Institute; University of Manitoba; Children's Hospital Research Institute of Manitoba; Western University","funders":"Ontario Medical Association; L'Oreal USA; Sanofi Genzyme; Sanofi","keywords":"Anaphylaxis; Epinephrine; Airway; Edema; Angioedema; Laryngeal Edema","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003464232,0.0007418162,0.0007133873,0.0007039775,0.0006546105,0.0007495504,0.0006804412,0.001167883,0.007869481],"category_scores_gemma":[0.001595612,0.0001002012,0.0004561492,0.0002424923,0.0002262924,0.0006958377,0.0007285345,0.002237111,0.003249553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005269231,"about_ca_system_score_gemma":0.0007576488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007693666,"about_ca_topic_score_gemma":0.0009860717,"domain_scores_codex":[0.9995802,0.00008881771,0.00004102099,0.000045096,0.0001686083,0.00007624693],"domain_scores_gemma":[0.9997213,0.00004447707,0.00005297461,0.00001087335,0.00007646882,0.00009375796],"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":[0.0004535745,0.0006200163,0.01090746,0.00191568,0.0001439831,0.03573921,0.0003572166,0.001141664,0.005995597,0.003233792,0.2171608,0.7223311],"study_design_scores_gemma":[0.0006586782,0.002272985,0.03937833,0.007154574,0.0001683239,0.2368407,0.00113317,0.003828417,0.006224321,0.01336771,0.6888573,0.0001156393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.09866611,0.3326943,0.08011645,0.09762289,0.01369711,0.001826427,0.0009704942,0.002659526,0.3717466],"genre_scores_gemma":[0.6627401,0.1812973,0.03699733,0.04614292,0.02155054,0.0007446157,0.001803624,0.0003436104,0.04838002],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007869481,"threshold_uncertainty_score":0.02632606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007779933084172687,"score_gpt":0.2794624915871293,"score_spread":0.2716825585029566,"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."}}