{"id":"W4367056360","doi":"10.1016/j.biocon.2023.110041","title":"The changing dynamics of highly pathogenic avian influenza H5N1: Next steps for management & science in North America","year":2023,"lang":"en","type":"article","venue":"Biological Conservation","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Influenza A virus subtype H5N1; Wildlife; Epizootic; Outbreak; Geography; Context (archaeology); Pandemic; Biosecurity; Wildlife disease; Ebola virus; Archipelago; Highly pathogenic; Biology; Socioeconomics; Ecology; Zoology; Infectious disease (medical specialty); Disease; Virus; Virology; Coronavirus disease 2019 (COVID-19); 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":[0.001011372,0.00009811526,0.0001868222,0.0002862712,0.0002997944,0.00002444185,0.0001995784,0.00004357669,0.000003694475],"category_scores_gemma":[0.001303794,0.00005994653,0.00005529512,0.002089885,0.0005519219,0.00007303866,0.0002290034,0.00009877125,0.00002520802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001617133,"about_ca_system_score_gemma":0.00006522339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000486282,"about_ca_topic_score_gemma":0.0003205679,"domain_scores_codex":[0.9986633,0.00005380474,0.0003119073,0.0002431,0.0002837115,0.0004441797],"domain_scores_gemma":[0.9989614,0.0004107538,0.0001018847,0.0002313924,0.0002459326,0.0000485731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009484913,0.0001110242,0.8725454,0.0002413101,0.00007616101,0.00001420668,0.0008714126,0.0001118257,0.01385791,0.007766933,0.0003844914,0.1030708],"study_design_scores_gemma":[0.0006520982,0.000244478,0.9689962,0.00004185641,0.00001158934,5.538033e-7,0.001081928,0.0063999,0.00007334141,0.0003385959,0.02207198,0.00008749349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962303,0.00013417,0.0003046067,0.002021735,0.00005972727,0.0009854524,0.00003036197,0.00005727939,0.0001763699],"genre_scores_gemma":[0.9960188,0.0006239621,0.001228482,0.001495652,0.00003067888,0.0002909561,0.00009655466,0.000007601217,0.0002073101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1029834,"threshold_uncertainty_score":0.2444548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1791757583893492,"score_gpt":0.3848711095427129,"score_spread":0.2056953511533637,"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."}}