{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007127835,0.0007673791,0.001079407,0.001908146,0.0002649007,0.001153617,0.0006057838,0.0009659412,0.004133709],"category_scores_gemma":[0.0006026597,0.0002773807,0.0004360912,0.001914574,0.0003792688,0.001685185,0.0006673561,0.001583367,0.0024109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004617273,"about_ca_system_score_gemma":0.001185914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005786057,"about_ca_topic_score_gemma":0.0009201826,"domain_scores_codex":[0.999764,0.0000422147,0.00002521811,0.00003560178,0.000102193,0.00003074564],"domain_scores_gemma":[0.9997119,0.0001352811,0.00004474195,0.000009348926,0.00007199939,0.00002679242],"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":[0.00006118507,0.00009656648,0.0001389317,0.01647134,0.00005047146,0.0001441252,0.00007106967,0.0003421229,0.006783136,0.006044821,0.01319001,0.9566062],"study_design_scores_gemma":[0.00000990419,0.0001786908,0.0003519576,0.002392155,0.00008319475,0.0006117398,0.00007722227,0.0001021342,0.001522986,0.002120316,0.9925321,0.00001749986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002270687,0.9978963,0.000279201,0.0002787851,0.0001704052,0.000008122533,0.0000206575,0.00001194518,0.001107494],"genre_scores_gemma":[0.0007404331,0.998016,0.0004256619,0.0001298706,0.0001171358,0.000008391766,0.00003046872,0.000001826981,0.0005301382],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004133709,"threshold_uncertainty_score":0.01382864,"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."}}