{"id":"W4413596307","doi":"10.64628/aam.c4353tdgf","title":"Influenza and COVID-19: What’s in store for the fall/winter respiratory virus season?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Respiratory system; Virology; Winter season; Influenza season; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virus; Biology; Geography; Medicine; Climatology; Internal medicine; Geology; Outbreak; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002569732,0.0005298702,0.0007791247,0.001630352,0.002325232,0.006589298,0.0008883304,0.002226559,0.05201758],"category_scores_gemma":[0.0160724,0.0004499637,0.0007864229,0.004004525,0.001036756,0.007456609,0.00136356,0.003049673,0.009933661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002445273,"about_ca_system_score_gemma":0.005361409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07815994,"about_ca_topic_score_gemma":0.1044161,"domain_scores_codex":[0.9986256,0.0003793658,0.00009031557,0.0001362921,0.000411022,0.0003573365],"domain_scores_gemma":[0.9927179,0.001303382,0.001519575,0.0004209302,0.00227541,0.001762745],"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":[0.001038531,0.0002421024,0.1190454,0.001167282,0.0003331976,0.0004367533,0.005394526,0.0001350599,0.0008751877,0.01242872,0.6824822,0.176421],"study_design_scores_gemma":[0.0001311016,0.000309794,0.3105585,0.003141497,0.0003966905,0.0008392055,0.04293122,0.0004044338,0.001024294,0.01983174,0.6202649,0.0001664937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1242289,0.06957112,0.001253167,0.669726,0.01962457,0.0001032692,0.01650674,0.0003005952,0.09868571],"genre_scores_gemma":[0.7307434,0.08735187,0.003558228,0.05335807,0.0209899,0.0002298556,0.0144512,0.0009789189,0.08833851],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07815994,"threshold_uncertainty_score":0.1740162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2437538815901019,"score_gpt":0.4697725843486974,"score_spread":0.2260187027585955,"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."}}