{"id":"W2022067587","doi":"10.3934/mbe.2011.8.1","title":"Pandemic influenza: Modelling and public health perspectives","year":2011,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Pandemic; Public health; Outbreak; Context (archaeology); Influenza pandemic; Disease; H1N1 influenza; Coronavirus disease 2019 (COVID-19); Management science; Virology; Infectious disease (medical specialty); Computer science; Geography; Medicine; Engineering; Pathology","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":[0.002507172,0.001135668,0.0008786849,0.00101292,0.0006149269,0.002792583,0.001608351,0.003144922,0.004129924],"category_scores_gemma":[0.003666808,0.0004407106,0.0009425562,0.0007489581,0.001493989,0.003451343,0.001543015,0.003289588,0.000680188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001456487,"about_ca_system_score_gemma":0.00142774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004117755,"about_ca_topic_score_gemma":0.003162569,"domain_scores_codex":[0.9991486,0.0005571509,0.0000331102,0.00006550919,0.0001374383,0.00005817896],"domain_scores_gemma":[0.9986637,0.0008600499,0.0001093032,0.0001151895,0.000169459,0.00008245832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004483804,0.000139553,0.001008061,0.0004352183,0.00005246875,0.0002512939,0.0001813028,0.05876654,0.0006709947,0.8959921,0.01792893,0.02452858],"study_design_scores_gemma":[0.00001353249,0.00007815169,0.0006271753,0.0002716436,0.00002533546,0.0002897353,0.0002785892,0.06705314,0.0002309412,0.8756458,0.05545342,0.00003238842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02675327,0.200561,0.2499458,0.3826208,0.004910287,0.00009819511,0.001161886,0.0003738076,0.1335749],"genre_scores_gemma":[0.5569361,0.3108619,0.08817819,0.01249101,0.01192535,0.0003933104,0.0008335883,0.0001581558,0.01822246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004129924,"threshold_uncertainty_score":0.01381594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4836090018859755,"score_gpt":0.4047449342529089,"score_spread":0.07886406763306664,"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."}}