{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009348446,0.0003587265,0.0005860625,0.00039657,0.00008303465,9.257595e-7,0.0002373702,0.0002869393,0.000504325],"category_scores_gemma":[0.0002357491,0.0002326358,0.0001230469,0.0008592336,0.0001654437,0.0002271869,0.00008293481,0.001201546,0.00004221892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008852872,"about_ca_system_score_gemma":0.0001255933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001457875,"about_ca_topic_score_gemma":0.0001164152,"domain_scores_codex":[0.9969368,0.0001240156,0.001254973,0.0005367453,0.0006822967,0.000465169],"domain_scores_gemma":[0.9989198,0.0001584932,0.0001649339,0.0004577755,0.0001062382,0.0001927414],"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":[0.001407501,0.003751746,0.04309005,0.01442052,0.006311662,0.001461573,0.1365308,0.0006437241,0.1358674,0.2060199,0.2073216,0.2431734],"study_design_scores_gemma":[0.006943868,0.001863098,0.1258946,0.004570627,0.002714195,0.001036411,0.01416377,0.006257738,0.0009899955,0.01926322,0.8147343,0.001568133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7997494,0.07639193,0.00005937088,0.02863776,0.002930612,0.001285933,0.00002298569,0.0001719098,0.0907501],"genre_scores_gemma":[0.8666843,0.130375,0.00003381597,0.00009335706,0.0006739922,0.0001084007,0.00004840692,0.00004360867,0.001939116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6074128,"threshold_uncertainty_score":0.9486613,"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."}}