{"id":"W3195399388","doi":"10.1002/evl3.252","title":"Mosaic vaccination: How distributing different vaccines across a population could improve epidemic control","year":2021,"lang":"en","type":"article","venue":"Evolution Letters","topic":"vaccines and immunoinformatics approaches","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vaccination; Virology; Biology; Population; Epitope; Antigen; Vaccine efficacy; Immunity; Pathogen; Immune system; Herd immunity; Immunology; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00165851,0.0004906018,0.0007294195,0.0003996276,0.0003510669,0.001100758,0.0007930324,0.00113343,0.002352698],"category_scores_gemma":[0.003603606,0.0003059481,0.0006530125,0.0002778555,0.0009402099,0.002078804,0.00108431,0.000944005,0.0002956382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009403313,"about_ca_system_score_gemma":0.0009192689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001297836,"about_ca_topic_score_gemma":0.001123016,"domain_scores_codex":[0.9995294,0.0002126215,0.00001441846,0.0001024044,0.0000743788,0.00006682459],"domain_scores_gemma":[0.9993458,0.0003111034,0.0001380531,0.0000968599,0.00004176952,0.00006630403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005380867,0.0004334359,0.007145132,0.0005634348,0.0004270469,0.0002574631,0.0002099654,0.3627092,0.08201189,0.3988478,0.004388757,0.1424678],"study_design_scores_gemma":[0.0001987212,0.001115412,0.002793218,0.0001252597,0.0002182424,0.0003122522,0.0001235242,0.6626017,0.01494506,0.2997448,0.01774737,0.00007445483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2093371,0.005527467,0.7582998,0.008510196,0.0005290764,0.0001775515,0.0002273222,0.0007220074,0.01666951],"genre_scores_gemma":[0.8944156,0.002643682,0.09873872,0.000756291,0.0001294818,0.000125561,0.00009232156,0.00005715977,0.003041156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002352698,"threshold_uncertainty_score":0.008771181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007853504159793122,"score_gpt":0.2370225855151696,"score_spread":0.2291690813553764,"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."}}