{"id":"W2017939023","doi":"10.4161/21645515.2014.970076","title":"When knowledge is not enough: Changing behavior to change vaccination results","year":2014,"lang":"en","type":"letter","venue":"Human Vaccines & Immunotherapeutics","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Vaccination; Psychological intervention; Health care; Medicine; Health promotion; Promotion (chess); Behavior change; Environmental health; Family medicine; Nursing; Public health; Immunology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00120953,0.000848568,0.0009455037,0.001110099,0.001876698,0.0005514993,0.001595947,0.001427346,0.001922643],"category_scores_gemma":[0.00007709938,0.0009116943,0.0004374968,0.0007378843,0.00001719707,0.0004666525,0.0002461236,0.001417845,0.001090612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005761268,"about_ca_system_score_gemma":0.0001832905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008419805,"about_ca_topic_score_gemma":0.001740311,"domain_scores_codex":[0.9948965,0.0005049039,0.001075696,0.001093098,0.0008446639,0.001585101],"domain_scores_gemma":[0.9968318,0.0002827063,0.0006504054,0.001364597,0.0007114874,0.000158956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000698458,0.0001316311,0.0003079111,0.0001337051,0.0001365144,0.00004616605,0.08051801,1.596507e-7,0.0001149272,0.0004987292,0.8776772,0.0403652],"study_design_scores_gemma":[0.001464394,0.0002217284,0.00339751,0.0002366094,0.0003192113,0.000003873481,0.000433412,0.000004933202,0.0002120323,0.0002889722,0.9923211,0.001096189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005834999,0.00517967,0.0001679839,0.9625546,0.003411274,0.00387035,0.000202393,0.0007694516,0.01800925],"genre_scores_gemma":[0.05015974,0.000931206,0.000222033,0.8386936,0.03043085,0.0007208521,0.0005324658,0.0003881768,0.07792111],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1238611,"threshold_uncertainty_score":0.999869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131096318305631,"score_gpt":0.363070741154161,"score_spread":0.2499611093235979,"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."}}