{"id":"W4413677384","doi":"10.64628/aa.qgs5kuahq","title":"A deadly bird flu strain is headed for Australia – and First Nations people have the know-how to tackle it","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bird flu; Strain (injury); Internet privacy; Geography; History; Virology; Medicine; Computer science; Influenza A virus subtype H5N1","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009391118,0.0003895463,0.0004313132,0.00044995,0.000903991,0.001758073,0.0001780235,0.001325936,0.02828548],"category_scores_gemma":[0.00339359,0.0001548788,0.0003618737,0.0004669553,0.0005818531,0.001517579,0.0008122648,0.001035315,0.006726337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007792784,"about_ca_system_score_gemma":0.001379912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112296,"about_ca_topic_score_gemma":0.01050381,"domain_scores_codex":[0.9995945,0.00008071981,0.00001281774,0.00004625012,0.0002118568,0.0000538343],"domain_scores_gemma":[0.999252,0.0002016887,0.000083856,0.0001244025,0.0001896992,0.0001482802],"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":[0.000293638,0.0001332903,0.0102895,0.0009087956,0.0002269,0.0007957086,0.001790581,0.001400458,0.01385396,0.1553628,0.5714399,0.2435045],"study_design_scores_gemma":[0.0000429885,0.0001605718,0.04263423,0.0004639974,0.0001132279,0.001023286,0.001661022,0.004320411,0.006743717,0.08885783,0.8539199,0.00005870948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1405233,0.02429913,0.03244268,0.1595724,0.02650862,0.0001541598,0.006339717,0.001693048,0.6084669],"genre_scores_gemma":[0.4126212,0.01288432,0.02459325,0.008219091,0.005803687,0.00005974095,0.003959653,0.0007256906,0.5311333],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02828548,"threshold_uncertainty_score":0.09462434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601522138361911,"score_gpt":0.4416150502898774,"score_spread":0.2814628364536863,"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."}}