{"id":"W3149846070","doi":"10.22541/au.161285349.99148838/v1","title":"Vaccines and Allergic reactions: the past, the current COVID-19 pandemic, and future perspectives","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Pandemic; Medicine; Vaccination; Coronavirus disease 2019 (COVID-19); Adverse effect; Intensive care medicine; Allergic reaction; Public health; Immunology; Disease; Environmental health; Infectious disease (medical specialty); Allergy","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":[0.0003790066,0.0003497392,0.0004087847,0.0001146262,0.0004387057,0.0001426766,0.0001444955,0.0002152174,0.00009063437],"category_scores_gemma":[0.0002908628,0.0001770897,0.0001669757,0.0001728767,0.0001770353,0.00008274501,0.0005090249,0.001897999,0.000005977335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002697892,"about_ca_system_score_gemma":0.0005840439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003568732,"about_ca_topic_score_gemma":0.0003728496,"domain_scores_codex":[0.9983442,0.0001734985,0.0002966851,0.0006778872,0.0002775065,0.000230228],"domain_scores_gemma":[0.9980648,0.0004776631,0.0001780594,0.0008209435,0.0001937988,0.0002647892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000184918,0.00175324,0.05369721,0.004041873,0.005696736,0.0002260054,0.07935563,0.0002311237,0.001824041,0.01960707,0.02659934,0.8067828],"study_design_scores_gemma":[0.0007756026,0.00001216695,0.08520076,0.0001536528,0.0005970405,0.001166129,0.0915797,0.0001247647,0.000005408752,0.0007884084,0.8193339,0.0002624783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3504575,0.1558324,0.000831488,0.4340039,0.005235126,0.004704359,0.00007852504,0.0008236818,0.04803299],"genre_scores_gemma":[0.7652691,0.2204774,0.0003672372,0.002090072,0.006475175,0.0003916525,0.0001145419,0.00007891446,0.004735911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8065203,"threshold_uncertainty_score":0.8245968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05220905084885262,"score_gpt":0.3505719706819007,"score_spread":0.298362919833048,"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."}}