{"id":"W4405791908","doi":"10.21203/rs.3.rs-5132637/v1","title":"Unleashing the Immune Arsenal: Development of Broad-spectrum Multiepitope Bluetongue Vaccine Targeting Conserved T Cell Epitopes of Structural Proteins","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Faculty of Medicine, Dalhousie University; Canadian Institutes of Health Research; Dalhousie University","keywords":"Epitope; Virology; Biology; Immune system; Antibody; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001734132,0.0004031244,0.0006501918,0.0000934804,0.0004555112,0.0002008794,0.001365257,0.0002737577,0.0005144902],"category_scores_gemma":[0.0006373515,0.0001466839,0.0003841688,0.0007756362,0.0002201231,0.00007452002,0.003359156,0.001539889,0.00003479722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447737,"about_ca_system_score_gemma":0.0003631756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003766721,"about_ca_topic_score_gemma":0.001742865,"domain_scores_codex":[0.9953367,0.0007952353,0.0009995444,0.0007680316,0.001306318,0.0007942326],"domain_scores_gemma":[0.9978009,0.0007139574,0.0003875099,0.0002840387,0.0006577367,0.0001558446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003062321,0.0002436081,0.009680722,0.00313391,0.0002153213,0.00004582779,0.001961325,0.0001718018,0.968757,0.0003953758,0.0005390813,0.01454974],"study_design_scores_gemma":[0.0002781441,0.0004492104,0.5175114,0.001984451,0.0000490642,0.000003629637,0.004109385,0.0007859899,0.4701638,0.002103868,0.002005119,0.000555912],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981711,0.01388184,0.000001096051,0.001754786,0.0001661642,0.001852824,0.000344992,0.00008503168,0.0002022792],"genre_scores_gemma":[0.9984269,0.0001880963,0.0004054691,0.00001129492,0.0003434362,0.0001644599,0.000257471,0.00000939965,0.0001935196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5078307,"threshold_uncertainty_score":0.6690136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04687836759545184,"score_gpt":0.3176783936257584,"score_spread":0.2708000260303066,"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."}}