{"id":"W4206155776","doi":"10.1097/mop.0000000000001103","title":"Influenza vaccines: where we are, where we are going","year":2022,"lang":"en","type":"article","venue":"Current Opinion in Pediatrics","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Influenza vaccine; Hemagglutinin (influenza); Live attenuated influenza vaccine; Vaccine efficacy; Vaccination; Antigenic drift; Immunity; Influenza A virus subtype H5N1","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"],"consensus_categories":[],"category_scores_codex":[0.0007001958,0.0004072838,0.0006605376,0.0008956659,0.0004653722,0.00005962461,0.0004308576,0.0001207954,0.0005857087],"category_scores_gemma":[0.0008623102,0.0003979031,0.000206603,0.001987409,0.00006247006,0.0002246741,0.00100736,0.00170842,0.0002364344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007369911,"about_ca_system_score_gemma":0.0004048251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000251973,"about_ca_topic_score_gemma":0.00002541514,"domain_scores_codex":[0.9959427,0.0002453521,0.0008464497,0.0006777248,0.001418828,0.0008689829],"domain_scores_gemma":[0.9979523,0.0003818909,0.0004283001,0.0006303508,0.0003289232,0.0002782156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002485464,0.000429087,0.7023418,0.005374097,0.00003032895,0.00002200248,0.0009876338,0.0003306988,0.000005785153,0.0001022762,0.2824647,0.007663064],"study_design_scores_gemma":[0.003649829,0.0002387723,0.05362569,0.001001524,0.00005054754,0.00001662402,0.003372541,0.000328444,0.000003804226,0.0001545964,0.9371297,0.0004278878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06478513,0.9120326,0.00006932148,0.007322894,0.01230189,0.001939293,0.0003918746,0.0003479059,0.0008090797],"genre_scores_gemma":[0.04684424,0.9373052,0.0004743539,0.0007700209,0.01114154,0.001642497,0.0001516893,0.0002882534,0.00138218],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6546651,"threshold_uncertainty_score":0.9998473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443224979226381,"score_gpt":0.4145151608411266,"score_spread":0.2701926629184884,"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."}}