{"id":"W1979001850","doi":"10.5402/2012/471653","title":"Dynamics of Single-City Influenza with Seasonal Forcing: From Regularity to Chaos","year":2012,"lang":"en","type":"article","venue":"ISRN Biomathematics","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Canada Research Chairs","keywords":"Outbreak; Seasonal influenza; Forcing (mathematics); Basic reproduction number; Influenza A virus subtype H5N1; Representation (politics); Disease; Biology; Demography; Climatology; Econometrics; Geography; Infectious disease (medical specialty); Virology; Virus; Mathematics; Environmental health; Medicine; Coronavirus disease 2019 (COVID-19); Population","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":[0.0002849974,0.000203778,0.0003046725,0.0002745088,0.0003062028,0.0006131042,0.0004462065,0.0004910188,0.001049331],"category_scores_gemma":[0.001758364,0.0001682414,0.0005038226,0.000208952,0.0007569145,0.0006696756,0.0006306367,0.0004168367,0.0001099425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005617383,"about_ca_system_score_gemma":0.0003614407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006961907,"about_ca_topic_score_gemma":0.003637436,"domain_scores_codex":[0.9999013,0.0000354263,0.000005930444,0.00002055993,0.00001471815,0.00002202944],"domain_scores_gemma":[0.9994701,0.0002419646,0.0001328983,0.00004554477,0.00003829973,0.00007137795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009840976,0.0000303387,0.01659553,0.00004267196,0.00004842371,0.0003139169,0.0002350093,0.9339973,0.003180636,0.04055468,0.001155146,0.003747968],"study_design_scores_gemma":[0.000008704368,0.00002079052,0.00367976,0.000006251968,0.000006925276,0.0000493351,0.00004818031,0.9807689,0.0001203599,0.01496313,0.0003186376,0.000008936096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391109,0.0003522424,0.05120251,0.001074302,0.00003718715,0.00003349416,0.0002713041,0.0001020053,0.007816033],"genre_scores_gemma":[0.9974023,0.00009599664,0.001364794,0.00002173329,0.00001284915,0.00001202165,0.00004316102,0.00001233728,0.0010348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006961907,"threshold_uncertainty_score":0.01384276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1294380358501611,"score_gpt":0.3678458249998874,"score_spread":0.2384077891497263,"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."}}