{"id":"W4416783964","doi":"10.3390/vaccines13121201","title":"Building Vaccine Readiness for Future Pandemics: Insights from COVID-19 Vaccine Intent and Uptake","year":2025,"lang":"en","type":"article","venue":"Vaccines","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Government (linguistics); Public health; Perception; Vaccination; Public trust; Psychological intervention; Public policy; Public health interventions","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003867721,0.0003170985,0.0005427679,0.0003092921,0.0009904945,0.0001776484,0.0004541394,0.000280513,0.0001169456],"category_scores_gemma":[0.001148398,0.0002722859,0.0001368827,0.0006872628,0.000007560255,0.0004034618,0.0001474778,0.0001989873,0.000005361386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001842086,"about_ca_system_score_gemma":0.0003441491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167832,"about_ca_topic_score_gemma":0.01355409,"domain_scores_codex":[0.9980357,0.0001083184,0.0005317332,0.0006564236,0.0001973197,0.0004705416],"domain_scores_gemma":[0.9981649,0.0006557598,0.0001747732,0.0003829531,0.0002983462,0.0003232947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001892289,0.0003171375,0.3221885,0.0005738377,0.0006194219,0.00005384499,0.01878781,0.00005325914,0.004232269,0.3373696,0.2297921,0.08412001],"study_design_scores_gemma":[0.003387287,0.00007292129,0.08701833,0.0001255338,0.0001880011,0.000002372086,0.005418912,0.0001787782,0.0003077915,0.07117862,0.831689,0.0004324521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9266705,0.01461945,0.01325619,0.0405613,0.002283179,0.001145882,0.00005489907,0.0003558239,0.0010528],"genre_scores_gemma":[0.9799582,0.004276747,0.002895882,0.006003494,0.003698081,0.0001520929,0.00006216721,0.00004165468,0.002911628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6018969,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334403265031525,"score_gpt":0.326036027315565,"score_spread":0.3026919946652497,"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."}}