{"id":"W3212978063","doi":"10.1371/journal.pone.0259513","title":"COVID-19 vaccine hesitancy and refusal and associated factors in an adult population in Saskatchewan, Canada: Evidence from predictive modelling","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health","funders":"University of Saskatchewan","keywords":"Vaccination; Logistic regression; Demography; Medicine; Multinomial logistic regression; Population; Pandemic; Coronavirus disease 2019 (COVID-19); Family medicine; Environmental health; Immunology; Disease; Internal medicine; Statistics; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002499042,0.0001123356,0.0002809402,0.00006312987,0.0001817579,0.00005390226,0.00007668316,0.0001192968,0.00005580508],"category_scores_gemma":[0.001570168,0.0001245458,0.00001141058,0.0003219328,0.000005903933,0.0005670424,0.0000319687,0.0001772567,2.073819e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000794801,"about_ca_system_score_gemma":0.001137471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.894137,"about_ca_topic_score_gemma":0.998303,"domain_scores_codex":[0.9984792,0.0002941511,0.0002602019,0.0003550741,0.0003671937,0.000244105],"domain_scores_gemma":[0.99901,0.0004109896,0.00008934068,0.0001114363,0.0001369701,0.0002412576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003870457,0.000156033,0.981225,0.0000209388,0.00002264379,0.00004099852,0.01782933,0.0002196263,0.0003371369,0.00003119915,0.00002044984,0.0000579811],"study_design_scores_gemma":[0.0005696429,0.00004088083,0.9783746,0.0003508411,0.00004268523,9.856956e-8,0.01279467,0.005892467,0.0002505977,0.001517485,0.000002074477,0.0001639312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969968,0.001057029,0.0000703079,0.001545701,0.00002639508,0.0002042196,0.00004666685,0.0000276172,0.00002526505],"genre_scores_gemma":[0.9987783,0.0004817543,0.0002477416,0.0002667225,0.00006188439,0.000008413192,0.00006418975,0.000009592505,0.0000814472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.104166,"threshold_uncertainty_score":0.5078829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06208464426579807,"score_gpt":0.2796705287757654,"score_spread":0.2175858845099674,"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."}}