{"id":"W4389485097","doi":"10.20944/preprints202312.0408.v1","title":"100 Day Vaccine Development–An Alternative Approach Boosters for Phase III Trialed Viral Family Vaccines","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Virology; Booster dose; Pandemic; Booster (rocketry); Outbreak; Coronavirus disease 2019 (COVID-19); Virus; Medicine; Phase (matter); Infectious disease (medical specialty); Disease; Engineering; Internal medicine","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":[0.01817134,0.0008764259,0.001508707,0.001101719,0.0006441625,0.003454727,0.002032903,0.003116124,0.02657509],"category_scores_gemma":[0.01361759,0.0007687829,0.001745793,0.0007750183,0.001098878,0.00306757,0.00184813,0.004667823,0.007670439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001505912,"about_ca_system_score_gemma":0.002783458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005159813,"about_ca_topic_score_gemma":0.0008270938,"domain_scores_codex":[0.9927603,0.00411116,0.0003215307,0.0007769316,0.001572678,0.0004573182],"domain_scores_gemma":[0.9910618,0.003605006,0.001088501,0.002013627,0.001063727,0.001167269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.02094756,0.007782124,0.003239295,0.00241181,0.0007282734,0.0004256489,0.000661178,0.005702381,0.08870453,0.06968292,0.0504255,0.7492887],"study_design_scores_gemma":[0.0152474,0.05647535,0.005510211,0.0007597994,0.0006098819,0.001467382,0.0002629263,0.0088826,0.0524112,0.05875179,0.7994108,0.0002107063],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1802592,0.04160949,0.5412205,0.03941905,0.01713599,0.01833341,0.003749107,0.004979432,0.1532938],"genre_scores_gemma":[0.469536,0.009303275,0.4228731,0.01680765,0.003525191,0.01265,0.003260153,0.00125356,0.06079116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02657509,"threshold_uncertainty_score":0.09610039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3016466649686635,"score_gpt":0.4563504317488281,"score_spread":0.1547037667801646,"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."}}