{"id":"W4293321559","doi":"10.1016/j.vaccine.2022.08.012","title":"Evaluation of the 2018–2019 vaccine effectiveness against medically attended influenza-like illness using medical records and claims data","year":2022,"lang":"en","type":"article","venue":"Vaccine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Vaccination; Influenza vaccine; Confounding; Logistic regression; Odds ratio; Influenza-like illness; Medical record; Odds; Retrospective cohort study; Health care; Influenza season; Cohort; Multivariate analysis; Demography; Pediatrics; Internal medicine; 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":[0.02229045,0.000597726,0.0006729173,0.003859471,0.0003822659,0.001581066,0.001431904,0.0006799303,0.00157912],"category_scores_gemma":[0.0452904,0.0003700225,0.002302673,0.003539373,0.0003805361,0.00180621,0.001452441,0.000774933,0.0003533683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114274,"about_ca_system_score_gemma":0.001340897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008574481,"about_ca_topic_score_gemma":0.008485921,"domain_scores_codex":[0.9861215,0.006471729,0.002378268,0.001570018,0.002823592,0.0006350005],"domain_scores_gemma":[0.9504777,0.01631768,0.02590695,0.002252706,0.004033638,0.001011382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002016093,0.00004272718,0.9959566,0.00009424752,0.0007675079,0.00001509861,0.00004456699,0.0002744372,0.00002896041,0.00008221395,0.0002578448,0.002234186],"study_design_scores_gemma":[0.00002886984,0.0004084433,0.993358,0.0001626248,0.0005086299,0.0001318143,0.0002629728,0.003988475,0.000142926,0.0001136328,0.0008804323,0.00001319128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803227,0.001972803,0.001698768,0.0006476697,0.00006822582,0.0001415789,0.01353059,0.0000358552,0.001581797],"genre_scores_gemma":[0.9928229,0.0002893022,0.0006997625,0.00006445011,0.00005643908,0.00009144235,0.005875378,0.000005755853,0.00009456502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02229045,"threshold_uncertainty_score":0.1178846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405236445981541,"score_gpt":0.423123623381135,"score_spread":0.2825999787829809,"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."}}