{"id":"W4310251938","doi":"10.1126/science.adf0900","title":"The influenza universe in an mRNA vaccine","year":2022,"lang":"en","type":"letter","venue":"Science","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Virology; Influenza vaccine; Universe; Physics; Computational biology; Biology; Astronomy; Vaccination","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":[0.004808972,0.0008328751,0.0009073387,0.0004003537,0.003137026,0.002406499,0.001402203,0.04803145,0.003986185],"category_scores_gemma":[0.01306617,0.0005795145,0.001158832,0.0002242239,0.0031032,0.003335125,0.001351635,0.02696985,0.004786403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003549239,"about_ca_system_score_gemma":0.002648874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002726386,"about_ca_topic_score_gemma":0.005801382,"domain_scores_codex":[0.9970204,0.001075913,0.0002163556,0.0002965907,0.00110539,0.0002853934],"domain_scores_gemma":[0.994161,0.004427502,0.0002186973,0.0001655533,0.0004871867,0.0005400523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003092168,0.0001283355,0.0004496291,0.00009211314,0.00003530295,0.0027526,0.0001854982,0.000165784,0.002785081,0.01061068,0.959989,0.02249683],"study_design_scores_gemma":[0.0002297429,0.0002794919,0.0006766792,0.0001281272,0.00003501265,0.001264374,0.000258577,0.0005624148,0.001627728,0.02226022,0.9726267,0.0000509331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001507829,0.005588287,0.0004535981,0.958156,0.02731981,0.00003223567,0.00006100564,0.00004921418,0.006832021],"genre_scores_gemma":[0.01087325,0.002868463,0.000598044,0.9394917,0.03119328,0.00008127195,0.00003470888,0.00003062447,0.01482871],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04803145,"threshold_uncertainty_score":0.02575159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09445620626383379,"score_gpt":0.4021614283064022,"score_spread":0.3077052220425684,"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."}}