{"id":"W4280538105","doi":"10.1016/j.jcv.2022.105184","title":"Clinical and phylogenetic influenza dynamics for the 2019-20 season in the global influenza hospital surveillance network (GIHSN) – Pilot study","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Virology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Hemagglutinin (influenza); Medicine; Equine influenza; Influenza A virus; Epidemiology; Influenza-like illness; Phylogenetic tree; Pandemic; Internal medicine; Virology; Vaccination; Disease; Biology; Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19); Virus; Gene","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02042419,0.0002712656,0.00142229,0.00007112446,0.0004420185,0.00003941965,0.0008560886,0.0001460799,0.00002836944],"category_scores_gemma":[0.008771007,0.0001546605,0.0004043332,0.0004595506,0.001046071,0.0000678631,0.0006738735,0.00246497,0.000005132873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001236985,"about_ca_system_score_gemma":0.0004506315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005161268,"about_ca_topic_score_gemma":0.0009932583,"domain_scores_codex":[0.9916122,0.003454841,0.002879773,0.0004341306,0.0009201222,0.0006989631],"domain_scores_gemma":[0.9858444,0.01186679,0.001082625,0.0005878976,0.0003936133,0.0002246292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01246475,0.002379061,0.9718132,0.00001438501,0.0006628176,0.0001581204,0.0001416067,0.00147885,0.000001224083,0.0002248412,0.004993013,0.005668133],"study_design_scores_gemma":[0.01134256,0.04375263,0.9061303,0.00001227998,0.0002168437,0.0001296125,0.0005827403,0.001282359,3.53244e-8,0.001012794,0.03540424,0.0001335755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983149,0.006131789,0.0000898517,0.007378642,0.001338317,0.001739324,0.00007642907,0.00001003222,0.00008663093],"genre_scores_gemma":[0.9829274,0.0007586203,0.0002130117,0.0141498,0.001814894,0.00008942503,0.000002679801,0.00002486239,0.00001926708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06568287,"threshold_uncertainty_score":0.9998364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456530647028099,"score_gpt":0.4851479506182048,"score_spread":0.3394948859153948,"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."}}