{"id":"W4410418511","doi":"10.54254/2753-8818/2025.au22960","title":"Comparative Insights on Traditional and Genetic Vaccines: Past Progress and Future Outlook","year":2025,"lang":"en","type":"article","venue":"Theoretical and Natural Science","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computational biology; Engineering ethics; Biology; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001187768,0.0001032142,0.0001688339,0.0001174083,0.0002128058,0.00006385056,0.00008799189,0.00004603137,0.000006753021],"category_scores_gemma":[0.00003437587,0.00005911315,0.00001532273,0.0003655677,0.002837261,0.00006958252,0.00005690684,0.0002276942,0.000002546344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001898133,"about_ca_system_score_gemma":0.00009895313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001417644,"about_ca_topic_score_gemma":9.014926e-7,"domain_scores_codex":[0.9990627,0.00002556433,0.00009335487,0.0003153927,0.000300904,0.0002020576],"domain_scores_gemma":[0.9995958,0.0001493275,0.00001257329,0.00008802795,0.00008079212,0.00007353873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005549155,0.0001042607,0.01068111,0.00006139401,0.00001456464,0.00003358256,0.0005552369,1.421216e-8,0.0138426,0.9518228,0.00008517978,0.02224432],"study_design_scores_gemma":[0.002111821,0.001090558,0.8179573,0.0002099694,0.00004855057,0.0001627488,0.0004267849,0.002878323,0.0410061,0.1275966,0.006267878,0.0002433344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887216,0.003772077,0.00001074509,0.004105871,0.0000863153,0.0002254158,0.000002115388,0.00001691093,0.003058926],"genre_scores_gemma":[0.9922429,0.00002519116,0.0001541644,0.007401414,0.0001524406,0.000009209636,6.328048e-7,0.000002008172,0.00001207078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8242262,"threshold_uncertainty_score":0.9998764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936159889841167,"score_gpt":0.3328635754740426,"score_spread":0.3135019765756309,"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."}}