{"id":"W4403850722","doi":"10.3390/vaccines12111230","title":"Attitudes, Beliefs, and Self-Reported Rates of Influenza and COVID-19 Vaccinations in the Canadian 2023–2024 National Influenza and Respiratory Viruses Survey","year":2024,"lang":"en","type":"article","venue":"Vaccines","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Metropolitan University; University Health Network","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Vaccination; 2019-20 coronavirus outbreak; Virology; Environmental health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Internal medicine; Outbreak","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002443251,0.0002175806,0.0003303264,0.0008938856,0.0003096793,0.0001476917,0.000105989,0.000123955,0.00006476084],"category_scores_gemma":[0.005042159,0.000156725,0.00002988376,0.000951455,0.000107832,0.0002316695,0.0001163209,0.0003310315,0.000006627248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169934,"about_ca_system_score_gemma":0.001839496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09831241,"about_ca_topic_score_gemma":0.553321,"domain_scores_codex":[0.9980752,0.0002342547,0.0005231932,0.0003937476,0.0004607538,0.0003128757],"domain_scores_gemma":[0.997527,0.001449624,0.00007561436,0.0002148664,0.0004550491,0.0002778208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008671742,0.00005762572,0.9816661,0.0006266756,0.0003385008,0.00007756026,0.001541404,0.00001640834,0.0001457878,0.0008634081,0.01430387,0.0002758652],"study_design_scores_gemma":[0.0009080545,0.0001087571,0.8115745,0.00009968502,0.00005993348,0.00004474134,0.0001446224,0.00009753973,0.00004010245,0.0002630903,0.1865339,0.0001251396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582344,0.03839953,0.000001558281,0.001447426,0.00008027194,0.0007623366,0.0002681675,0.00005361691,0.0007526492],"genre_scores_gemma":[0.9769076,0.0008177696,0.000119121,0.02168798,0.0001588691,0.0001407741,0.00001751561,0.00003604207,0.0001143846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4550086,"threshold_uncertainty_score":0.907692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2517684173694356,"score_gpt":0.4731161112925843,"score_spread":0.2213476939231487,"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."}}