{"id":"W2965397524","doi":"10.1007/s40520-019-01279-3","title":"The burden of influenza in older adults: meeting the challenge","year":2019,"lang":"en","type":"article","venue":"Aging Clinical and Experimental Research","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Vaccination; Herd immunity; Influenza vaccine; Medicine; Immunology; Antigenic drift; Immune system; Adjuvant; Immunity; Population; Seasonal influenza; Antigen; Influenza A virus; Virology; Coronavirus disease 2019 (COVID-19); Virus; Environmental health; Internal medicine; Disease; Infectious disease (medical specialty)","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":[],"consensus_categories":[],"category_scores_codex":[0.005774627,0.0001064397,0.0002965139,0.00008475877,0.0002770655,0.00003638508,0.0002725621,0.00007627944,0.00005852476],"category_scores_gemma":[0.001859303,0.00005288402,0.00008529314,0.0002631941,0.001160962,0.00006210452,0.0007288419,0.0009755505,0.00007387059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000441768,"about_ca_system_score_gemma":0.00008298673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121329,"about_ca_topic_score_gemma":0.00001829876,"domain_scores_codex":[0.9971911,0.0004764886,0.0005732241,0.0003307027,0.0008838301,0.0005446245],"domain_scores_gemma":[0.9956974,0.003511044,0.00005317536,0.0004309015,0.0001937013,0.0001137969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009254813,0.001680109,0.7983827,0.0009007417,0.0005482354,0.0001024339,0.07207615,0.00002440962,0.01466114,0.003902834,0.003944231,0.09452219],"study_design_scores_gemma":[0.0364825,0.007320958,0.4173887,0.008451044,0.00003971187,0.00002858729,0.3403712,0.007290058,0.05133553,0.001311021,0.1291688,0.0008118414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650595,0.01995465,7.292503e-8,0.005799986,0.00006543478,0.0008187603,0.000001080052,0.00001019617,0.008290332],"genre_scores_gemma":[0.9969535,0.002013176,0.00002324686,0.0002264484,0.0002133608,0.0000718396,5.457238e-7,0.00001422331,0.000483627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.380994,"threshold_uncertainty_score":0.4277611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1921434428518595,"score_gpt":0.5317639760002031,"score_spread":0.3396205331483436,"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."}}