{"id":"W7131892004","doi":"10.5376/jvr.2024.14.0020","title":"Development of Multi-Pathogen Vaccines: Current Advances and Challenges","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":"Current (fluid); Work (physics); Field (mathematics); Scope (computer science)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004058257,0.0003297808,0.0006193907,0.0006459701,0.0001694681,0.0001311208,0.0005609725,0.0002130127,0.00003305679],"category_scores_gemma":[0.000342736,0.0002483814,0.0002292596,0.0003897136,0.00004972295,0.00006784963,0.0006075655,0.0008207971,0.000007490098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006705149,"about_ca_system_score_gemma":0.00112118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001284992,"about_ca_topic_score_gemma":0.00001289307,"domain_scores_codex":[0.9964857,0.0002078904,0.001685672,0.0003469414,0.0007036861,0.0005701521],"domain_scores_gemma":[0.997665,0.0001196779,0.0004320088,0.000361686,0.001170202,0.0002513519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004174633,0.0004838278,0.0003518284,0.00860757,0.0005837172,0.00001708492,0.002951938,0.00002114413,0.06570667,0.0001297716,0.0005960781,0.9201329],"study_design_scores_gemma":[0.002216552,0.001698781,0.002264589,0.002394374,0.0001095161,0.0003948058,0.006489955,0.002041433,0.04653996,0.0001013023,0.9353439,0.0004048977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2248946,0.772617,0.0007164762,0.0008140897,0.0005099325,0.0002533964,0.00001359134,0.000002802939,0.0001780788],"genre_scores_gemma":[0.4389422,0.5546114,0.005805157,0.000003105604,0.0005021616,0.000006974163,0.000009097113,0.00003385432,0.00008605166],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9347478,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318126165690337,"score_gpt":0.3977525102360803,"score_spread":0.2659398936670466,"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."}}