{"id":"W2297584298","doi":"","title":"Emergence of Oseltamivir-Resistant Influenza Viruses in Quebec, Canada, During the 2007-8 Influenza Season","year":2008,"lang":"en","type":"article","venue":"46th Annual Meeting","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Oseltamivir; Influenza season; Virology; Flu season; Pandemic; H5N1 genetic structure; Human mortality from H5N1; Influenza A virus; Geography; Virus; Medicine; Coronavirus disease 2019 (COVID-19); Vaccination; Influenza vaccine; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006791364,0.0003161103,0.0005722214,0.0002018259,0.0004696941,0.00001378068,0.0003478058,0.000098015,0.0001558319],"category_scores_gemma":[0.00340319,0.0002364242,0.0001043848,0.0007376655,0.0003687312,0.0002541558,0.0002824435,0.0005748437,0.00001922132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002879068,"about_ca_system_score_gemma":0.001271424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8528408,"about_ca_topic_score_gemma":0.8700209,"domain_scores_codex":[0.9963669,0.0002101775,0.000876737,0.0004112573,0.001228288,0.0009066159],"domain_scores_gemma":[0.9980537,0.0004209409,0.0002630085,0.0005158368,0.0005285696,0.0002179981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001437801,0.0001595565,0.950076,0.0005861067,0.0001748576,0.0004799768,0.008088036,0.0007559572,0.02306412,0.00004032978,0.0146472,0.000490045],"study_design_scores_gemma":[0.001954292,0.0001308197,0.9250337,0.0006883701,0.00003865083,0.00002002133,0.008905151,0.00007852081,0.01850396,0.000005617502,0.04428045,0.0003604876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901125,0.005352383,0.00000118688,0.0002385708,0.0001316128,0.0005485851,0.00008679318,0.00004798487,0.003480366],"genre_scores_gemma":[0.9965869,0.0002087975,0.000122809,0.001988003,0.0002152498,0.0000614956,0.000001902719,0.00004270974,0.0007721871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02963325,"threshold_uncertainty_score":0.9641098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04592196545033136,"score_gpt":0.3277381988127323,"score_spread":0.2818162333624009,"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."}}