{"id":"W2127476782","doi":"10.1093/molbev/mst204","title":"Comparative Dynamics and Distribution of Influenza Drug Resistance Acquisition to Protein M2 and Neuraminidase Inhibitors","year":2013,"lang":"en","type":"article","venue":"Molecular Biology and Evolution","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Oseltamivir; Biology; Neuraminidase; Drug resistance; Neuraminidase inhibitor; Virology; Drug; Pandemic; Virus; Influenza A virus; Multiple drug resistance; Genetics; Coronavirus disease 2019 (COVID-19); Pharmacology; Infectious disease (medical specialty); Disease; Medicine; Internal medicine","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":[0.0004475754,0.0001340673,0.0003129844,0.0007825926,0.0001800598,0.0004400123,0.0002399974,0.0003035763,0.0009369923],"category_scores_gemma":[0.001229515,0.0001504228,0.0001542418,0.0004465324,0.000256342,0.0004281668,0.0004104385,0.0002999656,0.0002146838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002774251,"about_ca_system_score_gemma":0.0001080802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027662,"about_ca_topic_score_gemma":0.0009225638,"domain_scores_codex":[0.9997275,0.00006442241,0.0000151114,0.00009788531,0.00003095139,0.00006401532],"domain_scores_gemma":[0.9993764,0.0001654299,0.0002054651,0.00006029789,0.0001029833,0.00008950767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001900377,0.0001187008,0.6833298,0.00006305186,0.0002186371,0.0003101213,0.001108523,0.002716161,0.2803126,0.001179361,0.0002166752,0.02852603],"study_design_scores_gemma":[0.000009236862,0.0003287423,0.9866778,0.000005131013,0.00003531789,0.0003740407,0.0004066625,0.004875703,0.006425481,0.0001960486,0.0006507844,0.00001512274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994082,0.000122638,0.0001475461,0.000008486425,6.793093e-7,0.000001677797,0.00004539262,0.000002818617,0.0002625429],"genre_scores_gemma":[0.9996195,0.00005613097,0.0001102205,0.000003914717,0.000001448936,0.00000226994,0.00009470742,0.000001879041,0.0001098494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001027662,"threshold_uncertainty_score":0.003134549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01643714010197368,"score_gpt":0.3316720115210425,"score_spread":0.3152348714190689,"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."}}