{"id":"W4317852415","doi":"10.14745/ccdr.v49i01a03","title":"National influenza mid-season report, 2022–2023: A rapid and early epidemic onset","year":2023,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Canadian Immunization Research Network; Public Health Agency; Public Health Agency of Canada","keywords":"Vaccination; Influenza season; Pandemic; Medicine; Epidemiology; Incidence (geometry); Demography; Seasonal influenza; Human mortality from H5N1; Environmental health; Pediatrics; Coronavirus disease 2019 (COVID-19); Virology; Influenza vaccine; Infectious disease (medical specialty); Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002111397,0.0003070461,0.0006470316,0.0002843817,0.00058993,0.00005823038,0.0003144701,0.00009136616,0.0002058134],"category_scores_gemma":[0.01263606,0.000297883,0.000151548,0.0008922289,0.0003420556,0.0001808517,0.0007333587,0.0006346098,0.00002723723],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007704741,"about_ca_system_score_gemma":0.009044948,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2338163,"about_ca_topic_score_gemma":0.08364271,"domain_scores_codex":[0.9956617,0.0002362737,0.0009479939,0.0005620887,0.001829203,0.0007627096],"domain_scores_gemma":[0.9951616,0.0006965668,0.0003289595,0.001794602,0.0009244122,0.001093869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000375033,0.00008052488,0.5542477,0.0003190755,0.000494041,0.05009001,0.00006798234,0.00004568774,0.0001773616,0.0000646578,0.3930991,0.0009387434],"study_design_scores_gemma":[0.0007764584,0.00003518023,0.5840698,0.0001896248,0.0001002531,0.001156589,0.0001355189,0.0002450019,0.00003658681,0.000242306,0.4127681,0.0002445685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959708,0.0194488,0.000002170135,0.006000513,0.0002413745,0.0009442169,0.0003095732,0.0002409687,0.01310437],"genre_scores_gemma":[0.9806301,0.002001856,0.0001898606,0.003798276,0.0001756849,0.0004303187,0.0006955395,0.0000885728,0.01198977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1501736,"threshold_uncertainty_score":0.9999473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08989204426808423,"score_gpt":0.376774980133154,"score_spread":0.2868829358650697,"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."}}