{"id":"W4411037675","doi":"10.1080/14760584.2025.2515597","title":"Maintaining the value of influenza vaccination – the shift from quadrivalent to trivalent vaccines: an expert review","year":2025,"lang":"en","type":"review","venue":"Expert Review of Vaccines","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"Seqirus; Scion","keywords":"Vaccination; Medicine; Live attenuated influenza vaccine; Virology; Immunology; Value (mathematics); Influenza vaccine; Intensive care medicine; Computer science","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004290304,0.001433124,0.008088948,0.0005288785,0.0003377693,0.00004530779,0.002518037,0.0003243041,0.001140516],"category_scores_gemma":[0.009625734,0.0006902236,0.00237465,0.002339699,0.0000808494,0.000237869,0.001192913,0.00101666,0.00007531619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383921,"about_ca_system_score_gemma":0.001241227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006041768,"about_ca_topic_score_gemma":0.00003511753,"domain_scores_codex":[0.9887317,0.002549731,0.004762806,0.001270776,0.00182808,0.0008569465],"domain_scores_gemma":[0.9887814,0.003193208,0.002140282,0.00418636,0.001370314,0.0003284701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006946054,0.0002221988,0.00003661006,0.2923747,0.0009333274,0.000008698681,0.0006291022,7.122494e-7,0.000003640602,0.0002434089,0.04798269,0.6574955],"study_design_scores_gemma":[0.0004228894,0.000250447,0.0002651718,0.4135481,0.001635367,0.00001249742,0.0001284158,0.000002173468,0.00001712726,0.0000229185,0.5833493,0.0003456659],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000107291,0.9772289,0.00008883747,0.008819412,0.0006114434,0.01240795,0.0001480602,0.00008738278,0.0005973387],"genre_scores_gemma":[0.000005372263,0.9720742,0.0008307151,0.02185797,0.001298159,0.003432847,0.0001948337,0.0001357972,0.0001700969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6571499,"threshold_uncertainty_score":0.9998419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067067502670796,"score_gpt":0.4875887414481745,"score_spread":0.3808819911810949,"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."}}