{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004788734,0.00014092,0.0004949983,0.00001462565,0.0003110611,0.0000058892,0.0008629607,0.0001256358,0.00001202729],"category_scores_gemma":[0.00761567,0.00006970264,0.0004479306,0.0005056486,0.002107023,0.00005102552,0.000237591,0.0001129972,2.031291e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002288655,"about_ca_system_score_gemma":0.00002783463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002651445,"about_ca_topic_score_gemma":0.000005327472,"domain_scores_codex":[0.998333,0.00001818859,0.0007451515,0.0003185906,0.0002263531,0.0003587641],"domain_scores_gemma":[0.9952943,0.00333021,0.0008636432,0.00008740547,0.0003840222,0.0000403607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005372599,0.0001003946,0.8917443,0.0001601333,0.00003778239,2.97307e-9,0.0003472082,0.000002788539,0.02445339,0.07881553,0.003985782,0.0002990389],"study_design_scores_gemma":[0.0004689362,0.0002357788,0.4938198,0.0001049812,0.00006505911,1.409568e-7,0.001891725,0.0002833272,0.01133876,0.4910565,0.0005313752,0.00020361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927424,0.0004248911,0.003576014,0.00129362,0.00004567166,0.000574095,0.00004054681,0.00003728399,0.001265503],"genre_scores_gemma":[0.9873757,0.00006921274,0.0121459,0.0002750114,0.00003561744,0.00003022574,1.503327e-7,0.000003090857,0.00006504369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.412241,"threshold_uncertainty_score":0.9117218,"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."}}