{"id":"W4408069969","doi":"10.1111/vox.70006","title":"Influenza and <scp>COVID</scp>‐19 vaccination in Canadian blood donors: A comparison across pre‐ and post‐pandemic periods","year":2025,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Blood Services; University of Ottawa","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Vaccination; 2019-20 coronavirus outbreak; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Pandemic influenza; Immunology; Betacoronavirus; Biology; Outbreak; Infectious disease (medical specialty); Internal medicine; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001349237,0.0004729858,0.0004178201,0.001301759,0.001600232,0.0009208588,0.001021188,0.0005289747,0.002311767],"category_scores_gemma":[0.002934015,0.0003504881,0.0008078326,0.003840557,0.0006179476,0.0004642542,0.0007018619,0.0006668733,0.0002002978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02328861,"about_ca_system_score_gemma":0.01787372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9867818,"about_ca_topic_score_gemma":0.9857228,"domain_scores_codex":[0.9986233,0.0001073563,0.00006415345,0.0001707137,0.0003914309,0.000643138],"domain_scores_gemma":[0.9981864,0.0001262993,0.0004505746,0.00004605592,0.0005954383,0.0005951385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002511428,0.00004792861,0.9940497,0.00006183919,0.00006446055,0.00007076272,0.0006472201,0.00009212693,0.0001104228,0.00006357622,0.0006803442,0.003860536],"study_design_scores_gemma":[0.00000608252,0.00004340306,0.9985633,0.00001775818,0.00002166514,0.00004532545,0.0007923497,0.0001052065,0.00002893074,0.000007390009,0.000361597,0.000006916036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951757,0.00110623,0.00004833673,0.0002214464,0.00001360033,0.00001887677,0.002049101,0.000005956908,0.001360665],"genre_scores_gemma":[0.9978639,0.0006305042,0.0000590033,0.00006343207,0.000005423721,0.000008704812,0.000986847,0.000002369487,0.0003796984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02328861,"threshold_uncertainty_score":0.1689715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201947102740522,"score_gpt":0.3144082536902784,"score_spread":0.2942135434162262,"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."}}