{"id":"W4310760459","doi":"10.32942/x26k57","title":"The Changing Dynamics of Highly Pathogenic Avian Influenza H5N1: Next Steps for Management & Science in North America","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Animal and Plant Health Inspection Service; University of Massachusetts Amherst; Canadian Food Inspection Agency; U.S. Geological Survey; U.S. Department of Agriculture","keywords":"Influenza A virus subtype H5N1; Culling; Epizootic; Enzootic; Waterfowl; Outbreak; Wildlife; Geography; Biosecurity; Context (archaeology); Cognitive reframing; Wildlife disease; Pandemic; Biology; Environmental planning; Disease; Infectious disease (medical specialty); Ecology; Virology; Coronavirus disease 2019 (COVID-19); Medicine; Habitat; Virus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005297943,0.0005980138,0.0006942691,0.001409927,0.002733311,0.005324889,0.001508454,0.003843966,0.006096852],"category_scores_gemma":[0.003915675,0.0002859636,0.0007858598,0.001117489,0.00250018,0.006477459,0.003000204,0.005375583,0.0009166092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005551812,"about_ca_system_score_gemma":0.01861854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03913471,"about_ca_topic_score_gemma":0.1044107,"domain_scores_codex":[0.9984624,0.0005454089,0.0001511888,0.0002122048,0.0003579944,0.0002708077],"domain_scores_gemma":[0.9933355,0.001671207,0.0007268821,0.0001940151,0.002540903,0.001531482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001417143,0.0003155158,0.0276298,0.007576172,0.0001918738,0.001015426,0.007297575,0.0009868859,0.00657859,0.01497941,0.2801409,0.6531462],"study_design_scores_gemma":[0.00001673111,0.0002603852,0.03707834,0.005880656,0.0001555745,0.0007069295,0.01586416,0.0009545036,0.001023385,0.02601433,0.911926,0.000119032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01630358,0.3674062,0.004460703,0.584452,0.007568225,0.00008809294,0.0006495331,0.0002048082,0.01886678],"genre_scores_gemma":[0.1513209,0.6542408,0.02752299,0.1440995,0.008684578,0.0002508857,0.001541678,0.00009060022,0.01224796],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03913471,"threshold_uncertainty_score":0.07781386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08171874044269842,"score_gpt":0.3790587076685668,"score_spread":0.2973399672258683,"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."}}