{"id":"W2317840223","doi":"10.1093/cid/ciw176","title":"A Perfect Storm: Impact of Genomic Variation and Serial Vaccination on Low Influenza Vaccine Effectiveness During the 2014–2015 Season","year":2016,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":233,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Provincial Laboratory of Public Health; University of Toronto; University of Calgary; University of Alberta; Université Laval; Institut National de Santé Publique du Québec; Centre hospitalier universitaire de Québec; Public Health Ontario; BC Centre for Disease Control; University of British Columbia","funders":"Public Health Ontario; Institut National de Santé Publique du Québec; Alberta Health; Canadian Institutes of Health Research; British Columbia Centre for Disease Control; Public Health Agency of Canada","keywords":"Medicine; Vaccination; Virology; Influenza vaccine; Storm; Immunology; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003419584,0.0001940699,0.0003218238,0.0002279209,0.0003819831,0.0006114193,0.0003905125,0.0004317496,0.001024034],"category_scores_gemma":[0.007961354,0.0001570301,0.0003273898,0.0002568529,0.000430332,0.0005773387,0.0005353581,0.0004201332,0.000107402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475594,"about_ca_system_score_gemma":0.001086456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01748182,"about_ca_topic_score_gemma":0.014676,"domain_scores_codex":[0.9980212,0.0007354053,0.0001267442,0.0004877997,0.000322799,0.0003060945],"domain_scores_gemma":[0.9964023,0.001515913,0.001123103,0.0002382693,0.0002932177,0.0004271829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009844527,0.00006662194,0.9846125,0.00002821839,0.0001785806,0.00008389937,0.0001577927,0.001118411,0.001838415,0.0001845421,0.0005371934,0.01020939],"study_design_scores_gemma":[0.00001367201,0.0007470956,0.9945685,0.00001792294,0.0000701143,0.0002300824,0.0002341181,0.002624294,0.0008550545,0.0001786157,0.0004534986,0.000006971946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983225,0.0002682372,0.0003480801,0.0001897161,0.00001704573,0.00001065897,0.0002560592,0.00001169452,0.0005760232],"genre_scores_gemma":[0.9995916,0.00003156274,0.00009134139,0.00009257043,0.000008454173,0.000003150035,0.0001354249,0.000003636562,0.00004221717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01748182,"threshold_uncertainty_score":0.03476018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03974975694365141,"score_gpt":0.4223284705652371,"score_spread":0.3825787136215857,"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."}}