{"id":"W4387706669","doi":"10.3390/vaccines11101607","title":"Effectiveness of Cell-Based Quadrivalent Seasonal Influenza Vaccine: A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Vaccines","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Public Health Ontario; University of Toronto; Western University","funders":"Seqirus","keywords":"Seasonal influenza; Vaccination; Medicine; Influenza vaccine; Meta-analysis; Immunology; Internal medicine; Coronavirus disease 2019 (COVID-19); Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.003604158,0.000993029,0.02210504,0.001316845,0.0001007429,0.00003139324,0.0004015966,0.0002725549,0.000217572],"category_scores_gemma":[0.002571479,0.0005688391,0.005552775,0.003605214,0.00004188249,0.00006487109,0.000316659,0.0005082008,0.0001289901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519441,"about_ca_system_score_gemma":0.0004501263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006078014,"about_ca_topic_score_gemma":0.0000101959,"domain_scores_codex":[0.9933439,0.002062392,0.002196166,0.0008904414,0.0009818969,0.0005251378],"domain_scores_gemma":[0.992177,0.004080518,0.001230035,0.001433648,0.0008246077,0.0002542099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00003672371,0.00008302016,0.00002830573,0.7807437,0.2188204,0.00002952425,0.000006973797,0.000003713766,8.534944e-7,0.000007260248,0.0001734182,0.00006607844],"study_design_scores_gemma":[0.0005247886,0.0001277162,0.00007345892,0.1900608,0.8024536,0.00001233673,0.00000501836,0.000009610707,0.00001138818,0.000003529799,0.0063755,0.0003422413],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008581072,0.9903814,0.0000222018,0.00005669976,0.00002676069,0.009035376,0.0003340992,0.0000936227,0.00004121141],"genre_scores_gemma":[0.00001894337,0.9954337,0.00008516136,0.0002369353,0.00003012238,0.003557693,0.0001060637,0.0001229426,0.0004083887],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5906829,"threshold_uncertainty_score":0.9996763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.203285769351064,"score_gpt":0.4555869487433779,"score_spread":0.2523011793923139,"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."}}