{"id":"W4382934352","doi":"10.1101/2023.07.03.23292165","title":"Driving uptake of missed routine vaccines in adolescent and adult migrants: a prospective observational mixed-methods pilot study of catch-up vaccination in UK general practice","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"Research England; Academy of Medical Sciences; Department of Health and Social Care; Medical Research Council; National Institute for Health and Care Research","keywords":"Vaccination; Observational study; Medicine; Family medicine; Referral; Health care; Pediatrics; Environmental health; Demography; Political science; Immunology","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":[0.004565555,0.000525233,0.0008838443,0.001040543,0.001466067,0.001642466,0.0009281744,0.00131282,0.003086558],"category_scores_gemma":[0.01011648,0.001063556,0.001074694,0.001068221,0.00102338,0.001337629,0.001703422,0.0009392939,0.0007944056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00185644,"about_ca_system_score_gemma":0.001987342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02805236,"about_ca_topic_score_gemma":0.03969898,"domain_scores_codex":[0.9953347,0.002231744,0.0007541458,0.0006363658,0.0004028376,0.0006401971],"domain_scores_gemma":[0.9950824,0.001640019,0.001661745,0.0004359358,0.0006285386,0.0005512583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005519377,0.001276708,0.9443007,0.0008153532,0.0001571375,0.0008988525,0.04062888,0.00007634433,0.00048919,0.0001069129,0.001155215,0.009542806],"study_design_scores_gemma":[0.0002088078,0.003696577,0.9425001,0.0006119293,0.0001469333,0.0006191216,0.04928601,0.0003267913,0.0001442025,0.00009236597,0.002311766,0.00005537512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998066,0.0002617846,0.0001688125,0.00009277303,0.000008878052,0.000623723,0.0004361872,0.000004391557,0.0003374297],"genre_scores_gemma":[0.9961234,0.0002660078,0.0008376826,0.0004222111,0.00001968077,0.001656305,0.0002878167,0.000006267004,0.0003805635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02805236,"threshold_uncertainty_score":0.05577815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09428476815071149,"score_gpt":0.3971782868421763,"score_spread":0.3028935186914647,"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."}}