{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003650946,0.0007756848,0.0007701739,0.002252216,0.0003541511,0.00138199,0.0008330398,0.001420669,0.004204178],"category_scores_gemma":[0.002275384,0.000444744,0.0005182652,0.001733496,0.0004956037,0.00321052,0.001089233,0.002010672,0.001212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001254886,"about_ca_system_score_gemma":0.002636765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577361,"about_ca_topic_score_gemma":0.004885691,"domain_scores_codex":[0.9992292,0.0001997981,0.0001222858,0.00006856619,0.0002661273,0.0001139773],"domain_scores_gemma":[0.9987135,0.000445531,0.0002202493,0.00003356429,0.0003094281,0.0002777142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002350877,0.0002045532,0.001288717,0.007811287,0.00005378361,0.0001034739,0.0001032298,0.0002727338,0.001851785,0.003673366,0.02935972,0.9550422],"study_design_scores_gemma":[0.0000397171,0.0008552558,0.002740569,0.007148465,0.0001011771,0.0006467449,0.0001255369,0.000146438,0.0007099149,0.001460273,0.9860067,0.0000192489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005517246,0.9934573,0.0003326743,0.002694637,0.0004722311,0.00003084618,0.00006516997,0.00001708426,0.002378491],"genre_scores_gemma":[0.002601254,0.9929639,0.001281412,0.001363847,0.0006352235,0.00005066003,0.00009432039,0.000007224484,0.001002151],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004204178,"threshold_uncertainty_score":0.01930827,"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."}}