{"id":"W7131851722","doi":"10.5376/jvr.2025.15.0008","title":"Case Study on the Development of an mRNA-Based Trivalent Vaccine Against SARS-CoV-2, Influenza, and RSV","year":2025,"lang":"","type":"article","venue":"Journal of Vaccine Research","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Virus; Immune system; DNA vaccination; Antibody; Vaccination","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":[0.0008248115,0.0005462021,0.0003547832,0.0004494827,0.00160415,0.0008152188,0.00066322,0.003262962,0.002557148],"category_scores_gemma":[0.001807697,0.0001778538,0.0007161061,0.0002405041,0.0007088798,0.0005341636,0.0005948344,0.00114205,0.000621506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000857758,"about_ca_system_score_gemma":0.0006813078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003846832,"about_ca_topic_score_gemma":0.004100963,"domain_scores_codex":[0.999115,0.0003140628,0.00003889784,0.00009349045,0.0002511171,0.0001874105],"domain_scores_gemma":[0.9992608,0.0003351542,0.00009169512,0.00004147779,0.00009092811,0.000179918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.002043521,0.004233712,0.03738109,0.0009205734,0.0001723382,0.7162234,0.008727005,0.008073676,0.1167073,0.00998918,0.007628063,0.08790012],"study_design_scores_gemma":[0.0003226945,0.01555907,0.02634303,0.0002434163,0.0003227117,0.6224922,0.01259357,0.01665723,0.206191,0.003288241,0.09584517,0.0001417373],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561366,0.002337088,0.01026125,0.004796071,0.000282993,0.0005356541,0.0002020289,0.0001486418,0.02529971],"genre_scores_gemma":[0.9755879,0.001256232,0.007433182,0.001009989,0.0001171523,0.00009284926,0.0001415974,0.00003910843,0.01432195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003846832,"threshold_uncertainty_score":0.008554518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1310038938577902,"score_gpt":0.4360598958484572,"score_spread":0.305056001990667,"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."}}