{"id":"W4407165376","doi":"10.1101/2025.02.03.25320914","title":"Vaccine Hesitancy, Coercion and Regret: Post-Pandemic Lessons on COVID-19 Vaccine Policies and Outreach among Newcomer Communities in Alberta, Canada","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Canadian Patient Safety Institute; South Health Campus; University of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Regret; Outreach; Coronavirus disease 2019 (COVID-19); Coercion (linguistics); Pandemic; 2019-20 coronavirus outbreak; Political science; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Law; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006045126,0.0003495559,0.0004851237,0.0006931743,0.01769215,0.003583187,0.002955544,0.001220341,0.002728564],"category_scores_gemma":[0.008640166,0.0003644139,0.0003640831,0.0009260742,0.007327019,0.001513059,0.004459529,0.002360082,0.0001144479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04768104,"about_ca_system_score_gemma":0.1053737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.923538,"about_ca_topic_score_gemma":0.9699177,"domain_scores_codex":[0.9958407,0.001432663,0.00006616359,0.0001838475,0.0005070547,0.001969626],"domain_scores_gemma":[0.991235,0.002780049,0.0007291213,0.0001768517,0.001462353,0.003616629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001149597,0.0002531033,0.06322508,0.0003104866,0.00001621652,0.002688788,0.8959914,0.0001080766,0.000637284,0.0008513455,0.004010017,0.03179317],"study_design_scores_gemma":[0.000009836051,0.0001051391,0.03736091,0.0002281571,0.000008534893,0.0001129192,0.9561023,0.00007921407,0.000104306,0.0001740838,0.005694671,0.00002004818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859579,0.0008602133,0.0001137649,0.008193525,0.00008891718,0.000153465,0.00005558943,0.00001096074,0.004565505],"genre_scores_gemma":[0.9952018,0.001110382,0.0002529098,0.001258806,0.00002151137,0.0000673043,0.00003845599,0.000006673122,0.002042093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07646203,"threshold_uncertainty_score":0.3459518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03971736108106425,"score_gpt":0.3286419196641185,"score_spread":0.2889245585830542,"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."}}