{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001110053,0.0007831241,0.0009342573,0.001078065,0.0003116763,0.001179979,0.0009866721,0.001733641,0.005021314],"category_scores_gemma":[0.00122274,0.0002640726,0.000468333,0.0009601919,0.0007121537,0.002557545,0.000839186,0.00294073,0.002743325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009937822,"about_ca_system_score_gemma":0.001484689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006713406,"about_ca_topic_score_gemma":0.001032064,"domain_scores_codex":[0.9996113,0.0001009635,0.0000318504,0.00005002784,0.0001413664,0.00006459873],"domain_scores_gemma":[0.9995506,0.0002227024,0.00004321922,0.00001702868,0.0001130003,0.00005335991],"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":[0.0000657053,0.00007487818,0.0001745031,0.01323554,0.00006094431,0.0001588225,0.0001534675,0.0008505821,0.004553578,0.03002135,0.07431376,0.8763369],"study_design_scores_gemma":[0.000004479932,0.00004907911,0.0001768155,0.001710274,0.00002166227,0.0002711685,0.0000574827,0.00008399068,0.0003153764,0.005134997,0.992167,0.000007784543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001572928,0.9949347,0.0004633439,0.001513405,0.0009550402,0.000006951949,0.00001730341,0.00001780301,0.00193414],"genre_scores_gemma":[0.001030822,0.9955695,0.0005371503,0.0008828848,0.0004744349,0.00001315776,0.00003688405,0.000004878993,0.001450256],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005021314,"threshold_uncertainty_score":0.01679796,"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."}}