{"id":"W3173621952","doi":"10.1080/21645515.2021.1911217","title":"Vaccinomics: a cross-sectional survey of public values","year":2021,"lang":"en","type":"article","venue":"Human Vaccines & Immunotherapeutics","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Human Genome Research Institute","keywords":"Vaccination; Medicine; Confidence interval; Public health; Cross-sectional study; Demography; Environmental health; Family medicine; Immunology; Internal medicine; Nursing","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":[0.002330039,0.0001180999,0.0001652525,0.001299199,0.0005174599,0.0007268452,0.0002157158,0.0005597296,0.001857246],"category_scores_gemma":[0.004743338,0.0002294332,0.0002447863,0.00194776,0.0003575242,0.001198371,0.0007126972,0.0007426483,0.0006765953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006412724,"about_ca_system_score_gemma":0.0008408104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008477416,"about_ca_topic_score_gemma":0.008313534,"domain_scores_codex":[0.9987483,0.0006377305,0.0001042654,0.0001019774,0.0002286253,0.0001790994],"domain_scores_gemma":[0.9938889,0.001325951,0.002647395,0.0005002078,0.0007621714,0.0008753171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002461968,0.00008373241,0.9970992,0.000007404141,0.00001439021,0.00001268312,0.0004873616,0.00001342559,0.00009361038,0.00007061016,0.000379626,0.00171331],"study_design_scores_gemma":[0.000002898129,0.0001195052,0.9966657,0.000007410033,0.000007696724,0.00007071529,0.001989607,0.00008093681,0.00007085874,0.00004736846,0.0009325921,0.0000046734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961907,0.00007407211,0.0001374222,0.000287188,0.000004319523,0.00003847144,0.001745408,0.00000479642,0.001517654],"genre_scores_gemma":[0.9977581,0.0001066029,0.0001562173,0.0002017105,0.000007269293,0.0000658398,0.001129289,0.000003592019,0.0005713634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008477416,"threshold_uncertainty_score":0.01685613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261267581844509,"score_gpt":0.3822971150661209,"score_spread":0.25617035688167,"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."}}