{"id":"W4313479498","doi":"10.1016/j.bsheal.2022.12.006","title":"Enhanced environmental surveillance for avian influenza A/H5, H7 and H9 viruses in Guangxi, China, 2017–2019","year":2023,"lang":"en","type":"article","venue":"Biosafety and Health","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chinese Center for Disease Control and Prevention; Centers for Disease Control and Prevention; Hamilton Health Sciences","keywords":"Influenza A virus subtype H5N1; Biosecurity; Veterinary medicine; Avian influenza virus; Biology; Virology; Highly pathogenic; Poultry farming; China; Virus; Geography; Medicine; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008766087,0.0001712405,0.0004212551,0.000166532,0.0002767978,0.00001399234,0.00005751568,0.00008619815,0.00001837416],"category_scores_gemma":[0.0001096297,0.0001479514,0.00004097488,0.0001768722,0.0001846464,0.00008169769,0.0001194957,0.0001878594,0.00004629078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282584,"about_ca_system_score_gemma":0.0001225766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006935668,"about_ca_topic_score_gemma":0.0006929772,"domain_scores_codex":[0.9984647,0.000059957,0.0003383438,0.000359796,0.0002095898,0.0005676145],"domain_scores_gemma":[0.9993659,0.0001319247,0.00008024918,0.0001971403,0.00001404108,0.0002106942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005935423,0.0007039148,0.7981729,0.004652058,0.0003600708,0.00008355229,0.01870963,0.0000243565,0.0327084,0.005738829,0.03049244,0.1024184],"study_design_scores_gemma":[0.002583463,0.0004938938,0.9748712,0.0001053395,0.000003891252,0.000005805479,0.0003695983,0.00007264021,0.0003996909,0.00007488397,0.02088602,0.0001335623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709309,0.008397672,0.00003197463,0.01817518,0.0001078141,0.001517253,0.0004554113,0.00008601947,0.0002978124],"genre_scores_gemma":[0.9809341,0.01488503,0.0002115553,0.003435845,0.0001156016,0.00007157807,0.00005016086,0.00002164722,0.0002744423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1766983,"threshold_uncertainty_score":0.6033284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237937144863932,"score_gpt":0.4265472448270772,"score_spread":0.3027535303406841,"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."}}