{"id":"W4378840641","doi":"10.54254/2753-8818/3/20220268","title":"Comparison of COVID-19 Live Attenuated and mRNA Vaccines in Manufacturing and Clinical Treatment","year":2023,"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":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Medicine; Human health; Attenuated vaccine; Immunology; Intensive care medicine; Environmental health; Biology; Disease; Infectious disease (medical specialty)","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":[0.001406505,0.0002509187,0.000407701,0.0006637391,0.0001850272,0.0006463557,0.0003513448,0.0003661504,0.001782216],"category_scores_gemma":[0.002510976,0.0001122584,0.0003596564,0.0005579505,0.0003766555,0.0004627617,0.0002046253,0.0004292858,0.0004227772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006567727,"about_ca_system_score_gemma":0.0006429918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004665189,"about_ca_topic_score_gemma":0.000538404,"domain_scores_codex":[0.9988507,0.0003183787,0.0001321572,0.0001511629,0.0004233065,0.0001243016],"domain_scores_gemma":[0.9991475,0.0002798717,0.0001778136,0.00006461336,0.0002586041,0.00007158953],"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":[0.009724084,0.001635379,0.01376444,0.002678337,0.0002201448,0.0003785147,0.000417361,0.004382658,0.4755225,0.002895898,0.002673055,0.4857077],"study_design_scores_gemma":[0.001052324,0.07937209,0.09065177,0.0005160055,0.001197802,0.002612643,0.001136008,0.00515251,0.7064919,0.002477833,0.1092043,0.0001347512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8824659,0.07786834,0.01768383,0.001276166,0.0007357427,0.000686904,0.001474432,0.0002308411,0.01757781],"genre_scores_gemma":[0.9556158,0.02241509,0.01477131,0.0004944151,0.0002102476,0.0003586518,0.002606351,0.00005971848,0.003468508],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001782216,"threshold_uncertainty_score":0.007438421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06315790298088159,"score_gpt":0.4500256309748656,"score_spread":0.386867727993984,"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."}}