{"id":"W4393957111","doi":"10.5703/1288284317657","title":"BIRS Course: RNA Vaccine Manufacture and Assessment of Regulatory Documents for RNA Vaccines","year":2023,"lang":"en","type":"report","venue":"","topic":"vaccines and immunoinformatics approaches","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"RNA; Computational biology; Virology; Biology; Genetics; Gene","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":[0.007506097,0.0008053945,0.0004261411,0.001847823,0.0008196314,0.003124704,0.001422623,0.001587452,0.07268646],"category_scores_gemma":[0.004525982,0.0003190597,0.0005428448,0.0009808312,0.0004236763,0.002427546,0.001214194,0.001767674,0.04565672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003884733,"about_ca_system_score_gemma":0.007986695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003702001,"about_ca_topic_score_gemma":0.004749676,"domain_scores_codex":[0.996466,0.0005637998,0.0001620515,0.0002710871,0.002182855,0.000354136],"domain_scores_gemma":[0.9966419,0.0004783937,0.0003156221,0.0001839556,0.001897672,0.0004825273],"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":[0.0002894728,0.0004866999,0.0005548429,0.001532927,0.00001602721,0.0001473318,0.0002064094,0.0006318363,0.02737056,0.02235808,0.4692958,0.4771101],"study_design_scores_gemma":[0.00001325707,0.0002274735,0.0006144144,0.0002111009,0.00000565168,0.00009842291,0.00005756577,0.0001554317,0.0154579,0.0008156543,0.9823323,0.00001074168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01295835,0.06352226,0.05915619,0.01672992,0.02601662,0.003780761,0.008579352,0.004716905,0.8045396],"genre_scores_gemma":[0.03095052,0.03950797,0.04673128,0.003473404,0.003383862,0.001213784,0.01823803,0.001526531,0.8549746],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07268646,"threshold_uncertainty_score":0.2431604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256575671792506,"score_gpt":0.3415068962428968,"score_spread":0.3089411395249717,"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."}}