{"id":"W4240605482","doi":"10.32920/14668812","title":"A review of mathematical models of influenza A infections within a host or cell culture: lessons learned and challenges ahead","year":2021,"lang":"en","type":"review","venue":"","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Public health; Population; Mathematical model; Host (biology); Influenza A virus; Management science; Pandemic; Biology; Computer science; Coronavirus disease 2019 (COVID-19); Immunology; Virology; Medicine; Virus; Environmental health; Infectious disease (medical specialty); Mathematics; Ecology; Economics; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001028612,0.001887614,0.002286134,0.002034461,0.0002782728,0.001050375,0.001630349,0.001458232,0.002469255],"category_scores_gemma":[0.001866326,0.0007301554,0.001518444,0.002577397,0.0006791381,0.002215013,0.0006207115,0.00244192,0.002544483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205566,"about_ca_system_score_gemma":0.00168717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003026717,"about_ca_topic_score_gemma":0.002191075,"domain_scores_codex":[0.9997003,0.00008092066,0.00005240859,0.0000532529,0.00009453549,0.00001856869],"domain_scores_gemma":[0.9990963,0.0006164287,0.00008462964,0.0000317029,0.0001444087,0.00002658694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008900715,0.0001519199,0.0003967826,0.04861359,0.0004000452,0.0003511814,0.0001782641,0.01646381,0.003660213,0.05894738,0.08775442,0.7829934],"study_design_scores_gemma":[0.00001811404,0.0001423377,0.0005572005,0.006485847,0.0002420058,0.0008225425,0.00005862375,0.003633524,0.0008571771,0.02430781,0.9627917,0.00008298618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001478375,0.9954532,0.002434412,0.000556286,0.000298206,0.000006565073,0.0000553959,0.00002278483,0.001025286],"genre_scores_gemma":[0.0008158271,0.9971517,0.00111117,0.0002091145,0.0002186864,0.00001316046,0.00005571483,0.000006576664,0.000417876],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003026717,"threshold_uncertainty_score":0.008747041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5166722019245191,"score_gpt":0.510516364730322,"score_spread":0.0061558371941971,"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."}}