{"id":"W4413011757","doi":"10.1016/j.pmedr.2025.103199","title":"Comfort or hesitancy: A cross-sectional study of modifiable factors associated with co-vaccination behavior among United States and Canadian adults","year":2025,"lang":"en","type":"article","venue":"Preventive Medicine Reports","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Environmental health; Medicine; Vaccination; Demography; Gerontology; Virology","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":[0.0009994212,0.0003613702,0.0004253417,0.0007905388,0.002080849,0.001085388,0.0009495233,0.0006505232,0.001872727],"category_scores_gemma":[0.002264967,0.0003755125,0.0009158228,0.001681628,0.0005088708,0.0003792884,0.0007650302,0.0008917422,0.0002160909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008578938,"about_ca_system_score_gemma":0.01180925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9654354,"about_ca_topic_score_gemma":0.9736544,"domain_scores_codex":[0.9993408,0.00005845201,0.00005461821,0.0001062574,0.0002443735,0.0001955372],"domain_scores_gemma":[0.9985229,0.00009056674,0.0004020226,0.00006930034,0.0004977917,0.00041749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000218448,0.00003379193,0.9984435,0.0000153783,0.00004004481,0.0000108466,0.0003014219,0.00001635395,0.000027838,0.00001890084,0.0002726843,0.000797422],"study_design_scores_gemma":[0.000001854369,0.00001597883,0.9991399,0.00001300608,0.00001250331,0.00001114117,0.0005202488,0.0000698635,0.00001066389,0.000004448252,0.0001972256,0.000003143613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956508,0.000574474,0.00005123079,0.0002240107,0.00001172006,0.00005141737,0.002222442,0.000004671545,0.001209172],"genre_scores_gemma":[0.9978983,0.0003297123,0.0001198488,0.0001055851,0.000005610862,0.000023375,0.001123358,0.000001729965,0.0003924967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03456461,"threshold_uncertainty_score":0.06953627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02947039001151397,"score_gpt":0.343109219238982,"score_spread":0.313638829227468,"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."}}