{"id":"W3116963731","doi":"10.1128/mbio.02616-20","title":"Designing the Next Generation of Vaccines: Relevance for Future Pandemics","year":2020,"lang":"en","type":"review","venue":"mBio","topic":"Immune responses and vaccinations","field":"Immunology and Microbiology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Christie (Canada); McGill University Health Centre","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; European Commission","keywords":"Pandemic; Relevance (law); Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Computer science; Data science; Virology; Medicine; Political science; Infectious disease (medical specialty); Disease; Outbreak","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":[0.0002213673,0.0002085286,0.0007204419,0.0000531727,0.0002173459,0.00001541256,0.0002970747,0.0004166977,0.00003759574],"category_scores_gemma":[0.0002096209,0.0001296313,0.0003611626,0.0001773012,0.00002281417,0.00004293048,0.00005096668,0.0003212593,0.00004163978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002483,"about_ca_system_score_gemma":0.0001966699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004781514,"about_ca_topic_score_gemma":0.000005806818,"domain_scores_codex":[0.9988932,0.0002542934,0.0004466836,0.0002153276,0.00001759911,0.0001728975],"domain_scores_gemma":[0.9986693,0.0005864657,0.0003695972,0.0002801551,0.00008705317,0.000007386582],"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":[0.00002196556,0.00001506752,5.264384e-7,0.001256061,0.0002271553,3.147981e-7,0.0001559416,5.037845e-7,0.002149895,0.001240342,0.008164261,0.9867679],"study_design_scores_gemma":[0.0002381853,0.00007735573,0.000001362519,0.0005427785,0.0004387905,0.00003291153,0.0001081637,0.000006231007,0.0005497845,0.00001618183,0.9978544,0.0001339053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000898341,0.9949839,0.002823324,0.0002444861,0.0009733677,0.000817698,0.00008366947,0.00002503853,0.00003955966],"genre_scores_gemma":[0.000062422,0.9973418,0.0003255574,0.00005952065,0.0003523729,0.0001532231,0.0005040284,0.00002920497,0.001171893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9896901,"threshold_uncertainty_score":0.5286211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133340286815861,"score_gpt":0.3300113851781565,"score_spread":0.2166773564965705,"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."}}