{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006134942,0.0004540762,0.0006735937,0.0001191713,0.00008729041,0.00004878321,0.0002966672,0.0005850217,0.00004525868],"category_scores_gemma":[0.00007014134,0.0003589118,0.0002673383,0.00008147697,0.00002059493,0.000008721021,0.0003298655,0.000195506,0.000001511371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003997143,"about_ca_system_score_gemma":0.000657036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000771381,"about_ca_topic_score_gemma":0.00003665212,"domain_scores_codex":[0.9979893,0.0000192786,0.0008016631,0.0004575768,0.0003918637,0.0003402985],"domain_scores_gemma":[0.9980816,0.00002739398,0.000638184,0.0007289748,0.0004296703,0.00009424191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002403169,0.0002613339,0.006485685,0.007020881,0.00434898,0.000005078412,0.00006543352,0.0001784714,0.04181651,0.0003095815,0.8771083,0.06215937],"study_design_scores_gemma":[0.004651857,0.001607062,0.1153472,0.0005019684,0.001155086,0.0001031841,0.0005725992,0.0008861494,0.08858658,0.0004164489,0.7843893,0.001782531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8675005,0.02902634,0.003614832,0.001543717,0.00563062,0.006829855,0.001665148,0.0002261636,0.08396277],"genre_scores_gemma":[0.799267,0.05943672,0.01061589,0.0002381134,0.002151441,0.0004042892,0.007357974,0.0004573528,0.1200712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1088615,"threshold_uncertainty_score":0.9998863,"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."}}