{"id":"W4214491766","doi":"10.1097/inf.0000000000003499","title":"Effective Approaches to Combat Vaccine Hesitancy","year":2022,"lang":"en","type":"article","venue":"The Pediatric Infectious Disease Journal","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Context (archaeology); Vaccination; Medicine; Population; Public health; Nudge theory; Health care; Public relations; Psychology; Immunology; Environmental health; Political science; Social psychology; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006194467,0.0008896938,0.0008340025,0.001067821,0.0007430752,0.002200928,0.001982344,0.002649308,0.02988586],"category_scores_gemma":[0.02058833,0.0002693851,0.001039103,0.000592541,0.001585157,0.002694885,0.003700684,0.003752942,0.002936827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001998882,"about_ca_system_score_gemma":0.00527697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571494,"about_ca_topic_score_gemma":0.003253583,"domain_scores_codex":[0.9955977,0.00231589,0.000230253,0.0003345843,0.001146923,0.00037465],"domain_scores_gemma":[0.99261,0.004239817,0.001090436,0.000399298,0.001086669,0.0005737287],"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":[0.0002971131,0.0006533812,0.001629777,0.01132084,0.0003575828,0.0002513344,0.001430425,0.001237315,0.0008832553,0.05103038,0.06634994,0.8645588],"study_design_scores_gemma":[0.0003257299,0.001494518,0.004093026,0.02903178,0.0005601444,0.0006718634,0.001740801,0.001297217,0.00146331,0.07335209,0.8859161,0.00005359585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02882558,0.4331135,0.04296596,0.2790145,0.009204986,0.003055746,0.0016274,0.001009134,0.2011832],"genre_scores_gemma":[0.3840618,0.367644,0.06097044,0.1276476,0.007624806,0.004904886,0.001447641,0.0003168837,0.04538199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02988586,"threshold_uncertainty_score":0.09997815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934924498142326,"score_gpt":0.258239323065561,"score_spread":0.2288900780841377,"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."}}