{"id":"W4200484666","doi":"10.3390/vaccines9121490","title":"Vaccine Technologies and Platforms for Infectious Diseases: Current Progress, Challenges, and Opportunities","year":2021,"lang":"en","type":"review","venue":"Vaccines","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":228,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"DNA vaccination; Glycoconjugate; Conjugate vaccine; Vaccination; Biology; Virology; Computational biology; Biotechnology; Antigen; Immunization; Immunology; Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001969789,0.0005497619,0.002029305,0.0005564747,0.0001247493,0.00008595733,0.0001691842,0.0003604316,0.000003311347],"category_scores_gemma":[0.0003892804,0.0003633605,0.0002751663,0.000211576,0.00007959314,0.0001300518,0.0003804689,0.000420854,0.000002757651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006994735,"about_ca_system_score_gemma":0.0005275371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003423051,"about_ca_topic_score_gemma":0.00001682912,"domain_scores_codex":[0.9981032,0.00002596027,0.0005025649,0.0006811689,0.0002355984,0.0004514872],"domain_scores_gemma":[0.9986619,0.0003050721,0.0002011257,0.0005246067,0.0002335984,0.0000736748],"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":[0.0000353619,0.0001316064,0.000473296,0.06655482,0.0002760084,0.00006938688,0.00003447992,5.00909e-10,1.545582e-7,0.001050261,0.0006896069,0.930685],"study_design_scores_gemma":[0.001168072,0.0003900072,0.00006887539,0.01359699,0.001165812,0.0003877073,0.0003186482,0.000004571366,0.000005616466,0.0007211369,0.9818063,0.000366233],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004300698,0.9962275,0.000005226014,0.0003977477,0.0002131401,0.002168972,0.00008218359,0.0003979324,0.00007719769],"genre_scores_gemma":[0.00005696642,0.9975683,0.00003000811,0.0002603191,0.0003446335,0.001529527,0.0001004269,0.00008160841,0.00002820687],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9811167,"threshold_uncertainty_score":0.9998819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639818024318114,"score_gpt":0.4095483206497503,"score_spread":0.2455665182179389,"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."}}