{"id":"W4413103456","doi":"10.1016/j.vaccine.2025.127581","title":"Exploring off-label vaccine use: a survey of the global national immunization technical advisory group network","year":2025,"lang":"en","type":"article","venue":"Vaccine","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Public Health Agency of Canada","funders":"Public Health Agency of Canada; World Health Organization","keywords":"Immunization; Advisory committee; Medicine; Family medicine; Environmental health; Immunology; Political science; Public administration; Antibody","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003529374,0.0001798514,0.0002141622,0.001536813,0.0006260504,0.0007603227,0.0005018548,0.0009936525,0.002014706],"category_scores_gemma":[0.01227607,0.0002952368,0.0003039003,0.002143859,0.000364593,0.001107463,0.001024873,0.001005556,0.0004118766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007734645,"about_ca_system_score_gemma":0.001530338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02720786,"about_ca_topic_score_gemma":0.03209181,"domain_scores_codex":[0.9976712,0.001021048,0.000255837,0.0001430426,0.0007079835,0.0002008582],"domain_scores_gemma":[0.9856252,0.004318008,0.006422686,0.000592597,0.001632034,0.001409533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005155798,0.00008980833,0.9895627,0.00004983697,0.00002648195,0.00003384455,0.001530292,0.00003258196,0.0002112198,0.00006133151,0.002087257,0.006263136],"study_design_scores_gemma":[0.000004808876,0.0000631833,0.993708,0.00005647061,0.00001021899,0.00007476304,0.002322731,0.0001184704,0.00005797385,0.00002502577,0.003552318,0.000006024151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856077,0.0005062234,0.0001322066,0.002158635,0.00003417068,0.0001101258,0.005241788,0.00001087496,0.00619818],"genre_scores_gemma":[0.9924368,0.001056584,0.0003057905,0.002157883,0.00005636094,0.000128216,0.002489909,0.00001541466,0.00135311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02720786,"threshold_uncertainty_score":0.05409896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08408854941304907,"score_gpt":0.3221069419669597,"score_spread":0.2380183925539107,"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."}}