{"id":"W4405869954","doi":"10.1101/2024.12.23.24319580","title":"Risk assessment of 2024 cattle H5N1 using age-stratified serosurveillance data","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University","keywords":"Influenza A virus subtype H5N1; Titer; Vaccination; Population; Antibody titer; Medicine; Virology; Confidence interval; Internal medicine; Veterinary medicine; Biology; Virus; Environmental health","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":[0.002896262,0.0004713673,0.0003719942,0.001700934,0.0002094571,0.0007465588,0.0003456682,0.0002957684,0.0008690212],"category_scores_gemma":[0.006605442,0.0001417274,0.0007721768,0.0006841932,0.0001263438,0.0004584879,0.0005869175,0.0002802682,0.0002318438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003290501,"about_ca_system_score_gemma":0.0002199555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007850357,"about_ca_topic_score_gemma":0.005871072,"domain_scores_codex":[0.9984984,0.0008342642,0.0001702172,0.0001856754,0.0002008687,0.000110435],"domain_scores_gemma":[0.9967539,0.0009650541,0.001240544,0.0003253992,0.000479405,0.0002356767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001605556,0.00001576679,0.9959658,0.000009770787,0.0001520785,0.00004167233,0.00003105176,0.0008909029,0.0002543139,0.00002841584,0.000100855,0.002348813],"study_design_scores_gemma":[0.000008676793,0.0003959651,0.9613166,0.00001978077,0.0001839287,0.0004006268,0.0003097857,0.0360264,0.0005966625,0.0001833927,0.0005429861,0.00001525253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964141,0.0001889135,0.001541419,0.00003823207,0.000007615369,0.00002262947,0.001318729,0.00002319193,0.0004452237],"genre_scores_gemma":[0.998426,0.00002893605,0.0004827977,0.000007524372,0.000003574879,0.000006491216,0.00099993,0.000001511312,0.00004326287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007850357,"threshold_uncertainty_score":0.01560932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2326057510420077,"score_gpt":0.4704785323776814,"score_spread":0.2378727813356737,"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."}}