{"id":"W4416833318","doi":"10.1542/gr.54-6-64","title":"How Long to Observe After Epinephrine for Anaphylaxis","year":2025,"lang":"en","type":"article","venue":"AAP Grand Rounds","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epinephrine; Anaphylaxis; Incidence (geometry); Retrospective cohort study; Medical record; Emergency department; Cohort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001901733,0.0001737219,0.0003034886,0.0003025831,0.0001466188,0.00009920452,0.000139933,0.0001141752,0.00007844168],"category_scores_gemma":[0.0001839524,0.0001362166,0.0002187434,0.0006879007,0.00006122329,0.0001055153,0.00007909581,0.0001820506,0.00001715548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004947075,"about_ca_system_score_gemma":0.00008959826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005132691,"about_ca_topic_score_gemma":0.0007853662,"domain_scores_codex":[0.9987918,0.00002249489,0.0001713567,0.000349647,0.0002351795,0.0004295597],"domain_scores_gemma":[0.9990985,0.00009486613,0.0000197545,0.0003719403,0.0002114979,0.0002034646],"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":[0.02289208,0.002055957,0.142582,0.00477095,0.003305253,0.0007456861,0.001323139,0.00003502824,0.01634233,0.0181348,0.2573325,0.5304802],"study_design_scores_gemma":[0.002979163,0.001040768,0.2616915,0.0002139807,0.00001375049,0.000007558096,0.00007648193,0.00007417088,0.002452844,0.0007556166,0.7304969,0.0001973017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9064021,0.004435774,0.009459789,0.06910396,0.0006294915,0.001521472,0.00004879323,0.0001342068,0.008264478],"genre_scores_gemma":[0.9171724,0.00008677484,0.0006257772,0.001703799,0.0002565921,0.0002406284,0.00004725685,0.00001986572,0.07984687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5302829,"threshold_uncertainty_score":0.5554753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079088474691829,"score_gpt":0.3106540230605138,"score_spread":0.2898631383135954,"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."}}