{"id":"W2168236157","doi":"10.1098/rspb.2007.0422","title":"Emergence of drug resistance: implications for antiviral control of pandemic influenza","year":2007,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; York University; University of Winnipeg; Toronto General Hospital; National Research Council Canada; National Research Council Institute for Biodiagnostics","funders":"","keywords":"Pandemic; Influenza A virus subtype H5N1; Transmission (telecommunications); Influenza pandemic; Virology; Population; Biology; Drug resistance; Basic reproduction number; Antiviral drug; Strain (injury); Drug; Virus; Disease; Medicine; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Environmental health; Microbiology; Pharmacology","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":[0.001525421,0.0006401275,0.0006712317,0.0004885994,0.0003689706,0.001247978,0.0009095377,0.00125254,0.002855675],"category_scores_gemma":[0.006538268,0.0002282528,0.0006262258,0.0002638758,0.0013267,0.002051681,0.0009943533,0.001045086,0.0002109661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197363,"about_ca_system_score_gemma":0.0008941572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002344359,"about_ca_topic_score_gemma":0.001069363,"domain_scores_codex":[0.9995253,0.0003031606,0.00001472071,0.00005029155,0.00006619153,0.00004025623],"domain_scores_gemma":[0.9978396,0.001365079,0.0004559803,0.00008634147,0.0001341936,0.000118891],"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":[0.00004755576,0.00005535611,0.001936868,0.0001877475,0.00004831645,0.0002540749,0.00009480657,0.2445682,0.001992713,0.7344217,0.003952412,0.01244021],"study_design_scores_gemma":[0.00002535326,0.00006908835,0.000856666,0.00005324085,0.0000126585,0.0001447057,0.0000803732,0.5881077,0.0003001378,0.404271,0.006056604,0.00002234897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1765992,0.02054369,0.6154281,0.07559327,0.001019343,0.0001282076,0.0003542996,0.0002228789,0.1101111],"genre_scores_gemma":[0.9328526,0.009842696,0.03968934,0.001345927,0.0007660855,0.000117584,0.00008169295,0.00006256696,0.01524145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002855675,"threshold_uncertainty_score":0.009553254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1978429096093845,"score_gpt":0.4251255184630028,"score_spread":0.2272826088536183,"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."}}