{"id":"W4409799467","doi":"10.1016/j.jinf.2025.106495","title":"Development and validation of a cephalosporin allergy clinical decision rule","year":2025,"lang":"en","type":"article","venue":"Journal of Infection","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Austin Health","keywords":"Cephalosporin; Medicine; Allergy; Intensive care medicine; Cephalosporin Antibiotic; Antibiotics; Immunology; Microbiology; Biology","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":[0.03787463,0.0007786932,0.001263828,0.002216437,0.0006470741,0.00348016,0.002109891,0.001502393,0.001450276],"category_scores_gemma":[0.1119815,0.0003784973,0.001416134,0.001244092,0.0005720584,0.001100117,0.00171178,0.001966176,0.0006907402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537788,"about_ca_system_score_gemma":0.004941323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004522144,"about_ca_topic_score_gemma":0.003064079,"domain_scores_codex":[0.9773168,0.009504982,0.004301032,0.002743277,0.005508233,0.0006257168],"domain_scores_gemma":[0.8550693,0.100297,0.006915065,0.004532557,0.03104296,0.002143074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004466028,0.002236192,0.4892569,0.001183026,0.001130901,0.001937773,0.0009330527,0.08043801,0.006387761,0.003843658,0.01554638,0.3926402],"study_design_scores_gemma":[0.001462556,0.002247356,0.09580067,0.001415454,0.000903945,0.002665282,0.0005843581,0.8453104,0.024584,0.006152515,0.01869111,0.0001823357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7058517,0.001412836,0.2683153,0.002788495,0.0006289111,0.00509089,0.004677419,0.001776716,0.00945771],"genre_scores_gemma":[0.7351929,0.0002156319,0.2578129,0.0006956982,0.0001366059,0.0009400161,0.004325757,0.00006316012,0.0006172801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03787463,"threshold_uncertainty_score":0.2003025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03269178186456177,"score_gpt":0.3708118269291981,"score_spread":0.3381200450646363,"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."}}