{"id":"W2914551234","doi":"10.1016/j.jaci.2018.12.082","title":"Prevalence of physician-documented beta-lactam allergy in Canadian primary care practices","year":2019,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Allergy; Asthma; Medical record; Epidemiology; Beta-lactam; Population; Cohort; Pediatrics; Internal medicine; Immunology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004452127,0.000132968,0.0006339689,0.0002544809,0.00002947057,0.00000663234,0.0001629509,0.0002599318,0.00006655292],"category_scores_gemma":[0.0003610668,0.0001121856,0.0001946873,0.0001406674,0.0001690576,0.0002895816,0.00004897822,0.0008827347,0.00002347298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001994138,"about_ca_system_score_gemma":0.00112946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006493106,"about_ca_topic_score_gemma":0.0159127,"domain_scores_codex":[0.9981946,0.0001997523,0.000950861,0.0001926935,0.0001775742,0.000284469],"domain_scores_gemma":[0.9975539,0.0004647174,0.001224544,0.0002526954,0.00030728,0.0001968965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003541735,0.00447229,0.6283432,0.001151491,0.01828353,0.001236063,0.002708784,0.000109369,0.04054791,0.003089884,0.0004100682,0.2961057],"study_design_scores_gemma":[0.003046909,0.0008375723,0.9348241,0.0004086989,0.0001473262,0.0002147803,0.001363185,0.00001060992,0.0002170474,0.00004007244,0.05878551,0.0001041737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745291,0.003619991,0.000001174262,0.00182294,0.0006675017,0.0001503111,0.000004312346,0.000004717241,0.01919997],"genre_scores_gemma":[0.9865999,0.01188086,0.0001938123,0.000483827,0.0001236583,0.0000014098,0.000006185992,0.0000139487,0.0006963835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3064809,"threshold_uncertainty_score":0.9815676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02453613645187906,"score_gpt":0.3424736250629969,"score_spread":0.3179374886111179,"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."}}