{"id":"W4393045954","doi":"10.1111/acem.14893","title":"Full‐dose challenge of moderate, severe, and unknown beta‐lactam allergies in the emergency department","year":2024,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital","funders":"","keywords":"Medicine; Emergency department; Allergy; Beta-lactam; Rash; Antibiotics; Cephalosporin; Medical record; Drug allergy; Adverse effect; Penicillin; Retrospective cohort study; Internal medicine; Pediatrics; 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":[0.0007280209,0.0002074309,0.0002666606,0.0002725966,0.000320824,0.0005348292,0.0002051338,0.0003414944,0.002397018],"category_scores_gemma":[0.004761941,0.0001365562,0.0003537851,0.0002172903,0.0002252385,0.0005765477,0.0006224728,0.0005533053,0.0002715538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000301357,"about_ca_system_score_gemma":0.0004735084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006281973,"about_ca_topic_score_gemma":0.001300138,"domain_scores_codex":[0.9990612,0.0002984506,0.0001456575,0.0001068925,0.0002097496,0.0001781613],"domain_scores_gemma":[0.9967933,0.0005270819,0.001939546,0.00009506279,0.0002839177,0.0003611998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004412777,0.0002360761,0.9914084,0.00006604914,0.00004988462,0.0007609104,0.0001562071,0.00006371602,0.0004304315,0.00001661388,0.0002329257,0.006137452],"study_design_scores_gemma":[0.0000170573,0.00137702,0.9925469,0.00005164342,0.00002415873,0.004506086,0.000590032,0.0001972688,0.000257107,0.00001846161,0.0004088397,0.000005505659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989729,0.0002683387,0.00005307042,0.00005377174,0.00000655737,0.00001842248,0.00007599124,0.000002090294,0.0005488241],"genre_scores_gemma":[0.999542,0.0001062822,0.00007072674,0.00006916456,0.0000192814,0.000007831465,0.00009973499,6.427846e-7,0.00008429999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002397018,"threshold_uncertainty_score":0.008018851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0561917749823841,"score_gpt":0.3560479334355228,"score_spread":0.2998561584531387,"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."}}