{"id":"W3208474632","doi":"10.1080/21645515.2021.1989911","title":"Hope as a predictor for COVID-19 vaccine uptake","year":2021,"lang":"en","type":"article","venue":"Human Vaccines & Immunotherapeutics","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Snowball sampling; Herd immunity; Coronavirus disease 2019 (COVID-19); Sample (material); Vaccination; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Immunology; Psychology; Environmental health; Family medicine; Virology; Disease; Internal medicine; Outbreak","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00106819,0.0002084388,0.0002135473,0.0006260709,0.0005102333,0.0008666315,0.0002357772,0.0004626882,0.004551315],"category_scores_gemma":[0.003642903,0.0002194096,0.000629915,0.0003800832,0.0002698965,0.0003457161,0.0008746781,0.0009661792,0.0002748467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584402,"about_ca_system_score_gemma":0.0003968779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004010716,"about_ca_topic_score_gemma":0.004823817,"domain_scores_codex":[0.9996504,0.0001376441,0.0000311915,0.00003693418,0.00005453955,0.00008931023],"domain_scores_gemma":[0.9975563,0.0006519565,0.0008672073,0.00008428752,0.0001334237,0.0007068071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009188982,0.0001764449,0.9976413,0.000007741402,0.00003575766,0.00002017628,0.0001521363,0.00001838378,0.00004523716,0.00003113528,0.0001170496,0.001662718],"study_design_scores_gemma":[0.00001478695,0.0001626175,0.9984466,0.00001289844,0.00002894113,0.00004839918,0.0006315782,0.0003696376,0.00004599641,0.00004754591,0.0001867567,0.000004282541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991751,0.00005316592,0.00002720336,0.00008312993,0.00000621401,0.00001364572,0.0001629396,0.000001599486,0.0004770904],"genre_scores_gemma":[0.999553,0.00003558187,0.00004328429,0.00001944731,0.00000593064,0.0000119528,0.0001220374,7.031518e-7,0.0002080452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004551315,"threshold_uncertainty_score":0.01522571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05592576726695515,"score_gpt":0.3660161473329399,"score_spread":0.3100903800659848,"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."}}