{"id":"W7131846322","doi":"10.5376/jvr.2024.14.0014","title":"Development of a Five-in-One Vaccine: Immunological Insights","year":2024,"lang":"","type":"article","venue":"Journal of Vaccine Research","topic":"vaccines and immunoinformatics approaches","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Immune system; Identification (biology); Biomedicine; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007664724,0.0006452405,0.0006587577,0.0003726832,0.0004505721,0.001470133,0.0009135503,0.001148894,0.004151297],"category_scores_gemma":[0.0007896873,0.0003169184,0.0006061681,0.0002376015,0.0005392434,0.002243358,0.0006567304,0.002279529,0.001269842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006602058,"about_ca_system_score_gemma":0.001150652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003277361,"about_ca_topic_score_gemma":0.0005413304,"domain_scores_codex":[0.999668,0.00007950695,0.00002315367,0.0000560735,0.00009165081,0.00008171923],"domain_scores_gemma":[0.9997259,0.00006476085,0.00004509655,0.00003599558,0.00005432538,0.00007397233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006963761,0.0009595035,0.001807799,0.0008955676,0.0001025355,0.0005682529,0.0002131554,0.02204845,0.7217584,0.08946549,0.004821471,0.1566629],"study_design_scores_gemma":[0.0003372328,0.006087742,0.001818031,0.0003181321,0.0003031857,0.002228286,0.0004909601,0.1023022,0.656337,0.08584186,0.143758,0.0001773511],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5029686,0.02325481,0.4178944,0.01854423,0.003106629,0.0008399858,0.0007980337,0.001263961,0.0313294],"genre_scores_gemma":[0.798445,0.01177428,0.1728719,0.00244361,0.0002496282,0.0003067461,0.0008859875,0.0001048125,0.01291796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004151297,"threshold_uncertainty_score":0.01388741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06674493511040229,"score_gpt":0.3517691519944124,"score_spread":0.2850242168840101,"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."}}