{"id":"W3117152868","doi":"10.15173/mumj.v17i1.2347","title":"Universal Vaccines against Influenza Viruses: Overview of the Past, Present, and Prospective","year":2020,"lang":"en","type":"article","venue":"McMaster University Medical Journal","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sore throat; Medicine; Virus; Headaches; Vaccination; Virology; Transmission (telecommunications); Intensive care medicine; Respiratory tract infections; Immunology; Respiratory system; Internal medicine","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":[0.0002619436,0.0001517866,0.000359971,0.00009254292,0.0002555964,0.00001878242,0.0003475654,0.000100174,0.0006544102],"category_scores_gemma":[0.0002945471,0.0001007526,0.0001509039,0.0004055666,0.0004243895,0.0002241053,0.000687105,0.000798191,0.000009902297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140469,"about_ca_system_score_gemma":0.00031917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002250154,"about_ca_topic_score_gemma":0.000004660742,"domain_scores_codex":[0.9980835,0.0001925841,0.0002377174,0.0002034349,0.001003448,0.0002793424],"domain_scores_gemma":[0.9986939,0.0001205835,0.000151002,0.0001363029,0.0002982103,0.0006000382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004183324,0.000328546,0.9164475,0.0007372935,0.001462203,0.001413072,0.007510974,0.00002669709,0.001465995,0.0005580678,0.03609452,0.02977186],"study_design_scores_gemma":[0.0122391,0.0007429994,0.3414308,0.000860655,0.0003706651,0.0002408182,0.007904878,0.0006204915,0.0006218322,0.00004969793,0.6346615,0.0002565228],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442829,0.002618024,0.0003206445,0.03502762,0.0001632524,0.0007002994,0.00003233691,0.00005054269,0.01680435],"genre_scores_gemma":[0.9641039,0.0043285,0.0005650173,0.02588967,0.002819749,0.000001051172,0.000001584731,0.00005707331,0.002233489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.598567,"threshold_uncertainty_score":0.7165332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023906282497396,"score_gpt":0.3386100956051928,"score_spread":0.2362194673554532,"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."}}