{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000564413,0.0001722932,0.0002140521,0.0005214013,0.000338463,0.0006288431,0.0001439546,0.0001415101,0.00007312361],"category_scores_gemma":[0.0008383187,0.000176563,0.00002921022,0.0006497276,0.0000414634,0.001045585,0.00009117195,0.0002173354,0.00001684628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000386387,"about_ca_system_score_gemma":0.0001409338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3071995,"about_ca_topic_score_gemma":0.6038023,"domain_scores_codex":[0.9988236,0.00002668463,0.0003250962,0.0003426001,0.0001393401,0.0003426713],"domain_scores_gemma":[0.9993252,0.0001956013,0.0001375371,0.0001529727,0.0001266815,0.00006202386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001494213,0.00006872371,0.9825822,0.0001741891,0.00003379368,0.000006663606,0.001853151,0.00001186214,0.0001420692,0.003486418,0.0007366016,0.0108894],"study_design_scores_gemma":[0.001447673,0.00001135439,0.757013,0.00003541487,0.00006914192,0.000003598462,0.001987256,0.0008292954,0.00001518105,0.0003336034,0.238173,0.0000814798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829108,0.001692446,0.00001909395,0.0008776159,0.0001684254,0.0003150644,0.00001381227,0.00008712603,0.01391562],"genre_scores_gemma":[0.9898088,0.000109764,0.00006987623,0.009550466,0.00009175758,0.00002964855,0.0000207624,0.00001373569,0.0003051877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2966028,"threshold_uncertainty_score":0.7200029,"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."}}