{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008017183,0.00009440662,0.0002942208,0.0001560869,0.00009420635,0.00002309538,0.00008247046,0.0000565064,0.000007983932],"category_scores_gemma":[0.0006893529,0.00005621591,0.00002489115,0.0003663766,0.002017968,0.00005728749,0.0001550104,0.0001773768,0.000005289612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004209169,"about_ca_system_score_gemma":0.0001236447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001467867,"about_ca_topic_score_gemma":0.00003202279,"domain_scores_codex":[0.9988784,0.00005614151,0.000225652,0.0003199729,0.0002530852,0.0002668053],"domain_scores_gemma":[0.998994,0.0006943712,0.00002953495,0.000106201,0.00003303956,0.00014285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009931397,0.000164373,0.9038306,0.0001154259,0.00001942417,0.00008869387,0.00120533,2.726612e-7,0.0211113,0.01207552,0.00002127348,0.06037469],"study_design_scores_gemma":[0.003161971,0.001384555,0.893507,0.00008764798,0.00004291533,0.00005645318,0.0008122517,0.01364736,0.0761327,0.01029964,0.0007040109,0.0001635133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997057,0.0005777582,0.000002657183,0.001926927,0.00004146426,0.0002034683,0.000002047153,0.00002581701,0.0001628842],"genre_scores_gemma":[0.9981888,0.0001294194,0.00004141572,0.001596668,0.00002567419,0.000003338728,7.131155e-7,0.000003343047,0.00001062208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06021118,"threshold_uncertainty_score":0.7435288,"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."}}