{"id":"W4407043107","doi":"10.1007/978-981-97-7395-4_17","title":"Utilizing Vet-Informatics for Developing Reverse Genetics-Based Vaccine Platforms Against RNA Viruses Affecting Poultry and Livestock","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Livestock; Virology; Informatics; Reverse genetics; Biology; Biotechnology; Computational biology; Genetics; Genome; Engineering; Gene; Ecology","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":[0.000799173,0.0005126963,0.0003173629,0.0004705139,0.0002495254,0.00142323,0.0006316514,0.0005616251,0.008089333],"category_scores_gemma":[0.0005725147,0.0003198604,0.0004278396,0.0005408035,0.000288809,0.0009347675,0.0008225012,0.001160471,0.005459549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004251623,"about_ca_system_score_gemma":0.0004329011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005824152,"about_ca_topic_score_gemma":0.001217613,"domain_scores_codex":[0.9998123,0.00003823389,0.000008649332,0.00003948619,0.00008009893,0.00002114717],"domain_scores_gemma":[0.9997941,0.0001134943,0.000019419,0.00001933913,0.00003596582,0.00001774469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001757057,0.0002027091,0.001273776,0.0007875644,0.00003987914,0.000266968,0.0003227799,0.007148004,0.3457524,0.04620094,0.05657284,0.5412563],"study_design_scores_gemma":[0.000054092,0.0003512521,0.001974629,0.0003005239,0.00005775558,0.0007151011,0.0001552233,0.03635781,0.196448,0.02802917,0.7355034,0.00005305609],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03931265,0.008921695,0.7852343,0.001984489,0.001424138,0.0004485063,0.005006598,0.01502813,0.1426396],"genre_scores_gemma":[0.09015895,0.01014262,0.7776266,0.001946721,0.0004095504,0.0005461578,0.01527242,0.002789282,0.1011077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008089333,"threshold_uncertainty_score":0.02706152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06641408228493412,"score_gpt":0.2744700723210036,"score_spread":0.2080559900360695,"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."}}