{"id":"W3182881944","doi":"10.1080/21645515.2021.1947096","title":"COVID-19 vaccination attitudes and intention among Quebecers during the first and second waves of the pandemic: findings from repeated cross-sectional surveys","year":2021,"lang":"en","type":"article","venue":"Human Vaccines & Immunotherapeutics","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut National de Santé Publique du Québec","funders":"","keywords":"Vaccination; Pandemic; Logistic regression; Medicine; Coronavirus disease 2019 (COVID-19); Cross-sectional study; Public health; Family medicine; Multivariate analysis; Young adult; Demography; Environmental health; Gerontology; Immunology; Internal medicine; Disease; Nursing","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009445471,0.0001524482,0.0001857633,0.00005560158,0.001927227,0.0002998228,0.0002420202,0.0001405829,0.001038465],"category_scores_gemma":[0.000243123,0.0001123523,0.0000933713,0.0002466456,0.00008280798,0.0003284651,0.0001241918,0.0002028409,0.000001011424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001730709,"about_ca_system_score_gemma":0.0001422133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398178,"about_ca_topic_score_gemma":0.1275339,"domain_scores_codex":[0.9984964,0.0003785556,0.0003885829,0.0002957976,0.0002357734,0.0002048811],"domain_scores_gemma":[0.9988806,0.0003332906,0.0002225842,0.0002790245,0.0002277392,0.00005670792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002313507,0.00002765686,0.9901968,0.00005671264,0.0001077794,0.000001156478,0.005341854,0.00000734512,0.00352306,0.0004304963,0.00003074823,0.0002532876],"study_design_scores_gemma":[0.0009955633,0.00001431466,0.9939409,0.00003267452,0.00003049263,0.000004056256,0.001014813,0.00001266051,0.0008519125,0.001146871,0.001820483,0.0001352716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966342,0.00214476,0.00003976258,0.0005127147,0.0002116378,0.0002254966,0.00002084035,0.00004384026,0.000166776],"genre_scores_gemma":[0.9962023,0.0009010924,0.000008499185,0.0003231488,0.00009621678,0.000009356324,0.0000175152,0.00001772742,0.002424181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1235521,"threshold_uncertainty_score":0.9998747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819659530592479,"score_gpt":0.3292476488296285,"score_spread":0.2910510535237038,"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."}}