{"id":"W2557615559","doi":"10.1186/s13223-016-0165-6","title":"Prevalence of beta-lactam allergy: a retrospective chart review of drug allergy assessment in a predominantly pediatric population","year":2016,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Medicine; Allergy; Drug allergy; Population; Medical record; Antibiotics; Beta-lactam; Medical history; Pediatrics; Internal medicine; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0009447057,0.0002503632,0.001130482,0.0002191693,0.00003785769,0.000002597597,0.0001768822,0.0002891357,0.0001789093],"category_scores_gemma":[0.0007778187,0.0001843635,0.0002950053,0.0003073221,0.0002864214,0.0001794964,0.0001622731,0.000454584,0.00001570577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376837,"about_ca_system_score_gemma":0.0002503589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002312109,"about_ca_topic_score_gemma":0.0001190677,"domain_scores_codex":[0.9967294,0.0004237474,0.001616894,0.0005901198,0.0002974254,0.0003424045],"domain_scores_gemma":[0.9975721,0.0006099291,0.0008235765,0.0005954254,0.0002832131,0.0001157101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001230752,0.007499388,0.7203367,0.005245678,0.005020146,0.0001419462,0.0004693831,0.000002807558,0.01066067,0.01980534,0.0009157638,0.2286714],"study_design_scores_gemma":[0.003167231,0.0005249772,0.9888662,0.002621982,0.0001000606,0.00004819315,0.00006468772,0.00001419776,0.00009493754,0.000211318,0.004115495,0.0001707081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774083,0.01402211,0.00007232043,0.003870165,0.0004973306,0.0007591682,0.00002730482,0.00004026515,0.00330301],"genre_scores_gemma":[0.7736059,0.2248537,0.0003477975,0.0001041021,0.0001002212,0.00004425841,0.00001389397,0.00002188066,0.0009082459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2685295,"threshold_uncertainty_score":0.7518124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792466438354791,"score_gpt":0.3369308221119925,"score_spread":0.3190061577284446,"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."}}