{"id":"W2167706324","doi":"10.1093/infdis/jis571","title":"Presence of Oseltamivir-Resistant Pandemic A/H1N1 Minor Variants Before Drug Therapy With Subsequent Selection and Transmission","year":2012,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; McGill University Health Centre; Centre hospitalier universitaire de Québec","funders":"National Institute of General Medical Sciences; Canadian Institutes of Health Research","keywords":"Oseltamivir; Virology; Neuraminidase; Neuraminidase inhibitor; Biology; Pandemic; Drug resistance; Transmission (telecommunications); Resistance mutation; Virus; Zanamivir; Population; Mutation; Microbiology; Medicine; Genetics; Gene; Coronavirus disease 2019 (COVID-19); Polymerase chain reaction; Reverse transcriptase; Internal medicine; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006624211,0.000150753,0.0003259917,0.0001445883,0.0001787741,0.0000123775,0.00008325132,0.00003427689,0.00004324389],"category_scores_gemma":[0.0001802793,0.00007310816,0.00008387979,0.0002270257,0.0002087443,0.0002496962,0.00002034373,0.0002472925,0.000001010809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009130067,"about_ca_system_score_gemma":0.0001902349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001495678,"about_ca_topic_score_gemma":0.00003812489,"domain_scores_codex":[0.9985333,0.0002309321,0.0003277737,0.00007804433,0.0005539832,0.0002759851],"domain_scores_gemma":[0.9987123,0.0002609836,0.0002850193,0.0001278422,0.0003835069,0.0002303223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006133339,0.0007278531,0.9358273,0.0002059608,0.0005540487,0.000010264,0.003388212,0.00004705891,0.04100169,0.00002681827,0.0003379925,0.0117395],"study_design_scores_gemma":[0.003445389,0.002427147,0.9851034,0.0004324889,0.0004691359,0.0005259293,0.0004140962,0.0000516597,0.00615419,0.0001559217,0.0007153112,0.0001053604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856822,0.01340789,0.0002194013,0.0001632227,0.0000481889,0.0003423376,0.000009011078,0.00001857321,0.0001091352],"genre_scores_gemma":[0.9952736,0.004324496,0.00004987159,0.00008145314,0.0001747538,0.000006479684,7.067906e-7,0.00001694178,0.00007164415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04927611,"threshold_uncertainty_score":0.2981264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637159002556675,"score_gpt":0.3135050929754478,"score_spread":0.287133502949881,"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."}}