{"id":"W4307965907","doi":"10.1111/all.15571","title":"Diagnostic accuracy of vaccine and vaccine excipient testing in the setting of allergic reactions to <scp>COVID</scp>‐19 vaccines: A systematic review and meta‐analysis","year":2022,"lang":"en","type":"review","venue":"Allergy","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Ontario Clinical Oncology Group; University of Manitoba; Impact; St. Joseph’s Healthcare Hamilton; Programs for Assessment of Technology in Health Research Institute; Manitoba Health","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Vaccination; Meta-analysis; Excipient; Immunology; Internal medicine; Pharmacology","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":[0.01921014,0.002403601,0.01748843,0.007032144,0.0005731117,0.003575881,0.002257259,0.002566771,0.002005291],"category_scores_gemma":[0.05439662,0.001663565,0.04423829,0.006800092,0.0008718415,0.002086842,0.001553321,0.001965735,0.0002256187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002508505,"about_ca_system_score_gemma":0.003367869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006866131,"about_ca_topic_score_gemma":0.01302493,"domain_scores_codex":[0.9846704,0.006349142,0.005195538,0.001752246,0.00166609,0.0003665852],"domain_scores_gemma":[0.9412776,0.04552809,0.008302088,0.001407539,0.003080847,0.0004037987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002437505,0.00002775816,0.01142642,0.3323442,0.6391673,0.0001306044,0.00009715308,0.0004829429,0.000233107,0.00008075146,0.0004092187,0.01316302],"study_design_scores_gemma":[0.0003545652,0.0001534091,0.005322331,0.01956204,0.9733273,0.0001040566,0.00003570471,0.0001839809,0.0001171035,0.0001112474,0.0007053449,0.0000228608],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005996494,0.992724,0.0003420414,0.0001625292,0.0000873138,0.0001479603,0.0003507971,0.00001575701,0.0001731597],"genre_scores_gemma":[0.2943731,0.7000563,0.002162712,0.001052673,0.0003272445,0.0007631358,0.0009866045,0.0000334004,0.0002448991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01921014,"threshold_uncertainty_score":0.1015942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08995057702442456,"score_gpt":0.3610434938482633,"score_spread":0.2710929168238388,"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."}}