{"id":"W4411069770","doi":"10.21203/rs.3.rs-6768892/v1","title":"Detection of Avian Influenza Virus in Surface Waters Using Passive Samplers","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Dalhousie University","keywords":"Influenza A virus subtype H5N1; Avian influenza virus; Virology; Virus; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005171081,0.0003038012,0.0002703299,0.0003206603,0.0001831895,0.0006205107,0.0002780551,0.0004035773,0.001577788],"category_scores_gemma":[0.000704101,0.0001872294,0.000159023,0.0001987212,0.0002555501,0.0004261902,0.0002815542,0.0002321749,0.0008466843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001858396,"about_ca_system_score_gemma":0.0002370989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091381,"about_ca_topic_score_gemma":0.002165694,"domain_scores_codex":[0.9997327,0.00006199588,0.000007211816,0.00007772393,0.00008320282,0.0000371729],"domain_scores_gemma":[0.9997919,0.0001030463,0.00001904129,0.00001442288,0.00004853053,0.00002300567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005366439,0.0001011608,0.04632516,0.0001005931,0.00003062071,0.00006679115,0.0003559303,0.0004244152,0.9261458,0.0003667388,0.0004274803,0.02511864],"study_design_scores_gemma":[0.0001026888,0.002477502,0.1562866,0.00005595416,0.0001038727,0.0004886508,0.0008845309,0.01767659,0.8105678,0.001341319,0.009978543,0.00003606373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829996,0.0005739094,0.01223199,0.00008869013,0.00003847734,0.00004486333,0.0003658055,0.00007832238,0.003578304],"genre_scores_gemma":[0.9724295,0.0008144418,0.01620197,0.0001413471,0.00007474704,0.00005313473,0.0008206285,0.00003110179,0.009433165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002091381,"threshold_uncertainty_score":0.00527823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2140866878217855,"score_gpt":0.4860992866794453,"score_spread":0.2720125988576598,"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."}}