{"id":"W4382751799","doi":"10.3389/fpubh.2023.1195751","title":"LetsTalkShots: personalized vaccine risk communication","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"Health Resources and Services Administration; Centers for Disease Control and Prevention; Centers for Disease Control and Prevention Foundation","keywords":"Ethnic group; Medicine; Population; Health communication; Vaccination; Trustworthiness; Family medicine; Psychology; Environmental health; Social psychology; Immunology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004846704,0.0006710143,0.0002652811,0.0008612805,0.000961408,0.001905706,0.0009495654,0.001074957,0.01759863],"category_scores_gemma":[0.02112033,0.0002334709,0.0005992954,0.0004079398,0.0007032587,0.002414902,0.002416829,0.001164517,0.003052903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106935,"about_ca_system_score_gemma":0.001788988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003237561,"about_ca_topic_score_gemma":0.00344084,"domain_scores_codex":[0.9964545,0.002311163,0.0001314056,0.0001939628,0.0006587369,0.0002502528],"domain_scores_gemma":[0.9808093,0.01369036,0.001280298,0.00122347,0.001269741,0.001726795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001768931,0.004043125,0.05877869,0.003094657,0.0001437836,0.0007925189,0.02316974,0.004586533,0.009893566,0.006598532,0.07836886,0.8087611],"study_design_scores_gemma":[0.00163468,0.01023335,0.09300072,0.004880764,0.001271633,0.00262736,0.01783608,0.03909721,0.02996974,0.02717935,0.7714248,0.000844278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7276585,0.002562443,0.07650946,0.01274413,0.000798865,0.00265638,0.003825746,0.0193945,0.1538501],"genre_scores_gemma":[0.8983321,0.001397619,0.07301872,0.002360666,0.0003662097,0.001296881,0.002028219,0.0006126101,0.02058692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01759863,"threshold_uncertainty_score":0.0588733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04712601691740724,"score_gpt":0.3393111456364708,"score_spread":0.2921851287190635,"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."}}