{"id":"W3209486726","doi":"10.1101/2021.10.21.21265355","title":"COVID-19 Vaccination Mandates and Vaccine Uptake","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Counterfactual thinking; Vaccination; Mandate; Coronavirus disease 2019 (COVID-19); Government (linguistics); Population; Demography; Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Environmental health; Virology; Psychology; Internal medicine; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009924454,0.0002109378,0.0003451606,0.0001315109,0.000502367,0.0003349165,0.0003259646,0.0003140355,0.003289214],"category_scores_gemma":[0.001774422,0.0002158333,0.0001007217,0.0002058714,0.000008279195,0.0001858332,0.0003980868,0.0003682987,0.00002151506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001894811,"about_ca_system_score_gemma":0.0009069089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00124445,"about_ca_topic_score_gemma":0.007831571,"domain_scores_codex":[0.9982251,0.0002513333,0.0003112486,0.000560183,0.0003455305,0.0003066229],"domain_scores_gemma":[0.9987239,0.0001645072,0.0001746871,0.0003610946,0.0001672652,0.0004085596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005119743,0.0001661534,0.9019935,0.0009193993,0.0001765156,0.0003387908,0.03554349,0.00008112147,0.000198082,0.01126021,0.02449507,0.02477652],"study_design_scores_gemma":[0.0008278873,0.0000325203,0.6777725,0.0001052558,0.0001279169,0.000007224223,0.003406682,0.00009348428,0.0001325882,0.01180559,0.3050899,0.000598498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639743,0.00589841,0.0008475153,0.01989781,0.0009262123,0.0004221476,0.0000159418,0.0001762478,0.007841398],"genre_scores_gemma":[0.9880744,0.006579353,0.0003657403,0.001383859,0.0006670228,0.00003963716,0.00008096571,0.00002250434,0.002786499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2805949,"threshold_uncertainty_score":0.9976219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03641364075417557,"score_gpt":0.3356142747516048,"score_spread":0.2992006339974292,"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."}}