{"id":"W4319083039","doi":"10.1016/j.jaci.2022.12.208","title":"De-Labelling Penicillin Allergy in the Emergency Department","year":2023,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Emergency department; Penicillin allergy; Penicillin; Medicine; Labelling; Medical emergency; Allergy; Antibiotics; Microbiology; Immunology; Psychology; Biology; Nursing","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":[0.001401486,0.0001055586,0.0003659023,0.000160249,0.00007273586,0.000007398926,0.0001605092,0.0002012035,0.00006713694],"category_scores_gemma":[0.0005041713,0.00006985425,0.000211758,0.0002693263,0.0001027271,0.00006708576,0.00004912974,0.0008614335,0.00005256411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004407425,"about_ca_system_score_gemma":0.0001530885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002230482,"about_ca_topic_score_gemma":0.0001241914,"domain_scores_codex":[0.9982211,0.0002645475,0.000942622,0.0001344899,0.0001624906,0.0002747697],"domain_scores_gemma":[0.9988164,0.0005232086,0.0002867909,0.0001858024,0.00009943557,0.00008841671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003607749,0.01167864,0.07477564,0.00009729777,0.02979256,0.01251729,0.007650279,0.001650827,0.02392413,0.02821553,0.01797099,0.7881191],"study_design_scores_gemma":[0.003085829,0.0007095714,0.7169338,0.00008087658,0.0001210997,0.001291063,0.002257462,0.0002921022,0.00005613195,0.002049168,0.2730012,0.0001217155],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860153,0.001561611,0.00005903855,0.008383946,0.000940746,0.00009056298,7.820287e-7,0.00001491989,0.002933095],"genre_scores_gemma":[0.9379291,0.06021718,0.0002080141,0.0005514309,0.0003547548,0.000004668883,0.000004891946,0.00001407463,0.0007159206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7879974,"threshold_uncertainty_score":0.3742548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05750193314504563,"score_gpt":0.3722200432802049,"score_spread":0.3147181101351593,"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."}}