{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003020309,0.0001154426,0.0002944178,0.0002240396,0.00004175569,0.000006781429,0.0001097487,0.00003091121,0.00001620595],"category_scores_gemma":[0.001950827,0.00008461499,0.00008816208,0.0005245692,0.0002735774,0.0001137794,0.00005244042,0.0001181157,0.000005696427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008071573,"about_ca_system_score_gemma":0.0001779401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000486351,"about_ca_topic_score_gemma":0.00008593766,"domain_scores_codex":[0.9987051,0.000125777,0.0003481617,0.0001463603,0.0004680165,0.00020654],"domain_scores_gemma":[0.9990463,0.000141479,0.0001728225,0.0002778583,0.0002895582,0.00007193508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003565521,0.001050011,0.9617233,0.000405031,0.0000794974,0.00004229723,0.006383913,0.000463108,0.002489745,0.0002787705,0.0008710727,0.02585672],"study_design_scores_gemma":[0.003638866,0.001381045,0.9837412,0.0002821446,0.000162936,0.00001920008,0.001821838,0.0007459403,0.003368565,0.000631817,0.004023173,0.0001832782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946708,0.001356871,0.0001459582,0.00009351639,0.00005587969,0.0004213868,0.00003545881,0.0000316925,0.003188418],"genre_scores_gemma":[0.9994037,0.000109784,0.0001058695,0.0002238472,0.0000522537,0.00006792688,0.000003765313,0.00001168278,0.00002119958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02567344,"threshold_uncertainty_score":0.3450499,"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."}}