{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002421899,0.0007148866,0.007930127,0.001361389,0.0001706447,0.00002545041,0.0004385831,0.0001670042,0.0000674496],"category_scores_gemma":[0.03615144,0.0004656343,0.001142613,0.005261271,0.000016973,0.0001334266,0.0003849518,0.0007524634,0.000004917476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066686,"about_ca_system_score_gemma":0.0003727325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008863551,"about_ca_topic_score_gemma":0.0004221937,"domain_scores_codex":[0.9942682,0.001084332,0.002772838,0.0008244914,0.0006106717,0.0004394709],"domain_scores_gemma":[0.965629,0.02996758,0.002397367,0.001463194,0.0002246275,0.0003182141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000001593596,0.0003572966,0.00005523856,0.9145195,0.07850551,0.00009704773,0.0009793352,0.0001265193,0.000003366747,0.00007502977,0.0002369517,0.00504264],"study_design_scores_gemma":[0.0005613629,0.000118464,0.0006009033,0.0706728,0.6606385,0.00123203,0.001228541,0.00004583202,2.21281e-7,0.0000151762,0.2646239,0.0002621899],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001149873,0.9932473,0.00002444418,0.0004709178,0.00004956783,0.00543585,0.00007815004,0.00004553527,0.0005331961],"genre_scores_gemma":[0.0009257676,0.9953669,0.0003570998,0.000556806,0.00004341048,0.002324006,0.0001586525,0.00007923051,0.0001881531],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8438467,"threshold_uncertainty_score":0.9997795,"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."}}