{"id":"W2952408556","doi":"10.1016/j.vaccine.2019.06.011","title":"Can routinely collected laboratory and health administrative data be used to assess influenza vaccine effectiveness? Assessing the validity of the Flu and Other Respiratory Viruses Research (FOREVER) Cohort","year":2019,"lang":"en","type":"article","venue":"Vaccine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newfoundland and Labrador Centre for Applied Health Research; London Health Sciences Centre; McMaster University; University Health Network; Health Sciences Centre; Public Health Ontario; William Osler Health System; Sunnybrook Health Science Centre; Sinai Health System; North York General Hospital; University of Ottawa; Hospital for Sick Children; St. John’s Health Sciences Centre; University of Toronto; Children's Hospital of Eastern Ontario","funders":"Institut canadien d'information sur la santé; Canadian Institutes of Health Research; Public Health Ontario; H2020 Health; Ontario Ministry of Health and Long-Term Care; Cancer Care Ontario","keywords":"Medicine; Influenza vaccine; Influenza-like illness; Confidence interval; Odds ratio; Cohort study; Cohort; Selection bias; Odds; Influenza A virus; Orthomyxoviridae; Vaccination; Demography; Internal medicine; Immunology; Logistic regression; Virus; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009954053,0.000327923,0.0009082318,0.0002799689,0.0006655725,0.0001198517,0.0005900876,0.0001270302,0.00005521745],"category_scores_gemma":[0.00414322,0.0001893658,0.00004539187,0.001804507,0.0001427719,0.0002482937,0.001296616,0.000844956,0.000005765226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000309429,"about_ca_system_score_gemma":0.001991278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117924,"about_ca_topic_score_gemma":0.001833503,"domain_scores_codex":[0.9943593,0.00239274,0.0006595217,0.0007751319,0.001145444,0.0006678329],"domain_scores_gemma":[0.9940001,0.002581623,0.0002813733,0.001766083,0.001086097,0.0002847438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006118814,0.0001209426,0.9710529,0.0004995884,0.0002968786,0.000005707133,0.0007520439,0.000003816491,0.02070843,0.000116564,0.005693718,0.000137558],"study_design_scores_gemma":[0.003358633,0.001107218,0.9443601,0.0005530024,0.00007527239,0.000006835385,0.0008332558,0.00005450759,0.01362763,0.00002682551,0.03582555,0.0001712047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990765,0.001210959,0.000007361891,0.00308912,0.00009158382,0.004043688,0.0005046161,0.00004181999,0.000245858],"genre_scores_gemma":[0.9898269,0.00004130972,0.0001067453,0.009632532,0.0001284043,0.0001272792,0.000008440012,0.00006033965,0.00006801802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03013183,"threshold_uncertainty_score":0.7722112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5481324510839043,"score_gpt":0.5445456928476574,"score_spread":0.003586758236246879,"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."}}