{"id":"W2431730177","doi":"10.3201/eid2107.140788","title":"Determination of Predominance of Influenza Virus Strains in the Americas","year":2015,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Influenza season; Virology; Preparedness; Virus; Influenza A virus; Geography; Biology; Veterinary medicine; Medicine; Influenza vaccine; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006740813,0.0003017422,0.0002396096,0.001957822,0.0004701461,0.0004463987,0.00024529,0.0001888628,0.001562959],"category_scores_gemma":[0.0008905822,0.0001944526,0.0002906986,0.001167168,0.0002359303,0.0003317088,0.0002847844,0.0002246831,0.0004615432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003683754,"about_ca_system_score_gemma":0.0003739434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01986934,"about_ca_topic_score_gemma":0.02425755,"domain_scores_codex":[0.9996718,0.0000687405,0.00004782098,0.00007752147,0.00007292809,0.00006126111],"domain_scores_gemma":[0.9991512,0.00008737077,0.0002418768,0.00003607232,0.0003168145,0.0001665556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001261495,0.0000192919,0.9875227,0.00002913073,0.00004271524,0.0001102487,0.0002407334,0.00004670633,0.007332142,0.00004276766,0.0003871101,0.004100353],"study_design_scores_gemma":[0.000002131261,0.0000519305,0.9977643,0.00001257616,0.00001024054,0.0002415926,0.0004611006,0.00008953996,0.0006438899,0.00001354361,0.0007071208,0.000002020394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923976,0.000849928,0.0002884673,0.00004416522,0.00001878743,0.00004155254,0.002027333,0.0000223719,0.004309736],"genre_scores_gemma":[0.9963748,0.0006357578,0.0008115527,0.00007318582,0.00001673888,0.00002950383,0.001635621,0.000009706883,0.0004131254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01986934,"threshold_uncertainty_score":0.03950733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07230831690747196,"score_gpt":0.3996481141441776,"score_spread":0.3273397972367056,"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."}}