{"id":"W3212590489","doi":"10.2196/30424","title":"COVID-19 Vaccine–Related Attitudes and Beliefs in Canada: National Cross-sectional Survey and Cluster Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Women's College Hospital; University of Toronto; University of Calgary","funders":"Alberta Innovates","keywords":"Vaccination; Herd immunity; Medicine; Pandemic; Cross-sectional study; Public health; Coronavirus disease 2019 (COVID-19); Cluster (spacecraft); Psychological intervention; Family medicine; Environmental health; Immunology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001848563,0.0004528821,0.0006507995,0.001993164,0.00358529,0.001284124,0.001667576,0.0006129184,0.002497743],"category_scores_gemma":[0.004354906,0.0006597328,0.001138887,0.005382959,0.0009262247,0.0004476868,0.001531861,0.001045832,0.000337215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02809319,"about_ca_system_score_gemma":0.04274599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9943908,"about_ca_topic_score_gemma":0.9926622,"domain_scores_codex":[0.9981669,0.0001766129,0.0001290734,0.000299723,0.000661279,0.0005664167],"domain_scores_gemma":[0.9949917,0.0002904099,0.0008539944,0.0002175789,0.00263244,0.001013749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007314632,0.00005499344,0.995388,0.0000322357,0.00005859066,0.00002526768,0.00109219,0.00007758116,0.00008728858,0.00005104153,0.001022071,0.002037779],"study_design_scores_gemma":[0.000007483644,0.00002861986,0.9970072,0.00002343306,0.00002028051,0.00001749854,0.001947814,0.0003792775,0.00003652495,0.00001537261,0.00050672,0.000009855169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913025,0.0002095048,0.0001941379,0.0002481675,0.00001082002,0.0001406991,0.006647173,0.000014428,0.001232463],"genre_scores_gemma":[0.9945397,0.0002547038,0.0004579413,0.0001102798,0.000004641083,0.00009822742,0.00359247,0.000009096086,0.0009329639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02809319,"threshold_uncertainty_score":0.2038313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04402604512966804,"score_gpt":0.3641758972100839,"score_spread":0.3201498520804158,"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."}}