{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001215367,0.0003906826,0.0002527977,0.001320649,0.001643836,0.001462182,0.0007131212,0.0004212933,0.002810686],"category_scores_gemma":[0.00148015,0.0001900214,0.0003363853,0.002290912,0.0002453837,0.000345053,0.0006360642,0.001008303,0.0008752842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01508894,"about_ca_system_score_gemma":0.05874686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9845756,"about_ca_topic_score_gemma":0.9930822,"domain_scores_codex":[0.9991934,0.00003219803,0.00003717482,0.00003687511,0.0005032989,0.0001971246],"domain_scores_gemma":[0.9977421,0.00005071565,0.0001444611,0.00003142538,0.001490566,0.0005407303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005411883,0.0002033956,0.3309449,0.001390603,0.0001264117,0.0005459215,0.001062259,0.0002429207,0.001568306,0.0009996686,0.5973532,0.06502128],"study_design_scores_gemma":[0.00002221803,0.00004970809,0.9122635,0.0002591075,0.00002040779,0.0001412593,0.000577529,0.0001199167,0.0002791565,0.00004557466,0.08620638,0.00001527356],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2412119,0.0280701,0.001316528,0.02011302,0.002309579,0.001954443,0.5835474,0.0006202274,0.120857],"genre_scores_gemma":[0.6152183,0.01852181,0.005773837,0.01020261,0.0005829551,0.0007264526,0.2910138,0.0001477324,0.05781254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01542437,"threshold_uncertainty_score":0.1094784,"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."}}