{"id":"W2297068663","doi":"10.1142/s0218339016500054","title":"COMPARATIVE DYNAMICS OF MONOVALENT AND BIVALENT VACCINATION FOR IMMUNOLOGICALLY UNRELATED PATHOGENS","year":2016,"lang":"en","type":"article","venue":"Journal of Biological Systems","topic":"vaccines and immunoinformatics approaches","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; European Commission","keywords":"Vaccination; Bivalent (engine); Pathogen; Virology; Biology; Vaccine efficacy; Immunity; Immunology; Immune system; Chemistry","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":[0.0004739346,0.0001110618,0.0003339943,0.00004223043,0.00003408334,0.00001146979,0.0001363519,0.0001748074,0.00000393329],"category_scores_gemma":[0.0001368409,0.0000531179,0.0001215939,0.00004446107,0.00003877817,0.000007277153,0.00005747561,0.00004896203,4.904749e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002554296,"about_ca_system_score_gemma":0.00002066027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001387109,"about_ca_topic_score_gemma":5.835003e-7,"domain_scores_codex":[0.9990009,0.00007134009,0.0006266005,0.0000998144,0.00007537753,0.0001259492],"domain_scores_gemma":[0.9988315,0.00006822851,0.0006357074,0.0001016784,0.0003215212,0.00004142071],"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":[0.0008287473,0.0001965038,0.009516823,0.00008323471,0.0003834107,0.000001149382,0.00007626336,0.000089749,0.9750122,0.002797606,0.0002580852,0.01075627],"study_design_scores_gemma":[0.02391941,0.05636535,0.5536496,0.001299978,0.0004776984,0.001712404,0.007473455,0.01626853,0.3060921,0.004582145,0.02610591,0.002053373],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762846,0.002878341,0.02012685,0.0001546487,0.0001571623,0.0002675026,0.00004874932,0.000002636862,0.00007946297],"genre_scores_gemma":[0.9977915,0.001365563,0.0007003481,0.000008766798,0.00005025303,0.000008250681,0.00001763914,0.000004082633,0.00005359512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.66892,"threshold_uncertainty_score":0.2166085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03583713355284941,"score_gpt":0.265648775426546,"score_spread":0.2298116418736966,"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."}}