{"id":"W4210354436","doi":"10.14745/ccdr.v48i01a06","title":"National FluWatch mid-season report, 2021–2022: Sporadic influenza activity returns","year":2022,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Outbreak; Epidemiology; Seasonal influenza; Virology; Human mortality from H5N1; Medicine; Population; Oseltamivir; Vaccination; Zanamivir; Public health; Demography; Disease; Environmental health; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002005157,0.0003793327,0.0007275743,0.0002188715,0.001547149,0.00005491892,0.0006418033,0.00006477745,0.002693861],"category_scores_gemma":[0.004958105,0.0004002978,0.0002755565,0.000926951,0.0002671226,0.0002252555,0.001588008,0.001448591,0.000008354424],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004622631,"about_ca_system_score_gemma":0.02482822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.28973,"about_ca_topic_score_gemma":0.1416692,"domain_scores_codex":[0.9931592,0.000429904,0.0008764638,0.0007172636,0.003983255,0.000833885],"domain_scores_gemma":[0.994008,0.0003198815,0.0005513557,0.002888275,0.00114839,0.001084087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00216956,0.001113622,0.3212206,0.0004224849,0.001215487,0.1776754,0.0002062123,0.001057753,0.001557459,0.0002043788,0.4914008,0.001756198],"study_design_scores_gemma":[0.001267093,0.00007296649,0.1821879,0.00007257278,0.0001833942,0.002907557,0.0004653017,0.0005755159,0.0002461959,0.0001919437,0.8113849,0.0004447344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9300535,0.01305679,0.000005228562,0.01144296,0.0007080661,0.001573705,0.0008067723,0.0001735697,0.04217941],"genre_scores_gemma":[0.9849811,0.000184143,0.0001055473,0.002713969,0.0001951399,0.0005796384,0.0007724731,0.00007541603,0.01039261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3199841,"threshold_uncertainty_score":0.9998449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06548791449161469,"score_gpt":0.3575578826196439,"score_spread":0.2920699681280293,"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."}}