{"id":"W1454533746","doi":"10.3133/fs20153060","title":"USGS highly pathogenic avian influenza research strategy","year":2015,"lang":"en","type":"article","venue":"Fact sheet","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Influenza A virus subtype H5N1; Highly pathogenic; Outbreak; Poultry farming; Pandemic; Wildlife; Bird migration; Biology; Avian influenza virus; Geography; Virus; Virology; Ecology; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty); 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002024566,0.0002431051,0.0004309293,0.0004301704,0.0002387619,0.00008782143,0.0003068052,0.0001831897,0.00037277],"category_scores_gemma":[0.001861129,0.0001937983,0.0001185844,0.0007013552,0.0003662839,0.0002217732,0.0003200185,0.0009503858,0.003599648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004306029,"about_ca_system_score_gemma":0.0009153913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006852162,"about_ca_topic_score_gemma":0.00007050906,"domain_scores_codex":[0.9959452,0.0003140271,0.0003852885,0.0004664763,0.001780701,0.001108274],"domain_scores_gemma":[0.9971048,0.0002063704,0.00004940967,0.0007639515,0.001126126,0.0007493763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004373661,0.00127371,0.4476772,0.0006387742,0.00104315,0.002408346,0.008608109,0.0002772456,0.03882466,0.004649628,0.453196,0.03702959],"study_design_scores_gemma":[0.006919965,0.0032905,0.3369164,0.0002083054,0.00007756661,0.00008951434,0.002983733,0.0002158531,0.00591569,0.002069715,0.6406978,0.0006149235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9146552,0.002399848,0.00000878139,0.00101785,0.0002076853,0.0008446753,0.00007490464,0.0001846189,0.08060644],"genre_scores_gemma":[0.9932439,0.0001001766,0.0002788446,0.001022381,0.0005538652,0.00009541071,0.00002957907,0.00005521153,0.004620634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1875018,"threshold_uncertainty_score":0.9971762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3564365819399046,"score_gpt":0.4772443885684846,"score_spread":0.12080780662858,"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."}}