{"id":"W3154587493","doi":"10.2139/ssrn.3403344","title":"Influenza Preimmunity Increases Vaccination Efficacy by Influencing Antibody Longevity, Neutralization Activity, and Epitope Specificity","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Community College; Dalhousie University","funders":"","keywords":"Vaccination; Immunology; Virology; Biology; Hemagglutination assay; Immune system; Antibody; Virus; Isotype; Monoclonal antibody; Titer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002539459,0.000185941,0.0002591933,0.0001348759,0.0001083446,0.0002876933,0.0001596621,0.0002435475,0.002414903],"category_scores_gemma":[0.0003915193,0.0001152909,0.0001679694,0.00006213944,0.0001622443,0.0002277161,0.0001563314,0.0004739406,0.0003163832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623058,"about_ca_system_score_gemma":0.0001517681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002987048,"about_ca_topic_score_gemma":0.0005618901,"domain_scores_codex":[0.9998524,0.00003752293,0.00001117875,0.00003424233,0.00002565642,0.00003891192],"domain_scores_gemma":[0.999709,0.00007722027,0.0001025579,0.00002334659,0.00002010043,0.00006767361],"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":[0.002358918,0.0006102966,0.009501992,0.00004696198,0.00005732607,0.00003299987,0.00003310572,0.0001874213,0.9742218,0.00009506025,0.00008714712,0.01276691],"study_design_scores_gemma":[0.0003460059,0.03105304,0.2925078,0.00003490787,0.0003086191,0.0008234805,0.0001371115,0.003007217,0.6678255,0.0004308713,0.003493721,0.00003177997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986783,0.0003800565,0.0002303638,0.00003886214,0.00001646817,0.000007389076,0.00004371301,0.00001696014,0.000587984],"genre_scores_gemma":[0.9987342,0.0001566458,0.0002603313,0.00004245834,0.00001247274,0.000007759407,0.00006090019,0.000006651273,0.0007186477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002414903,"threshold_uncertainty_score":0.008078694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02770737768937183,"score_gpt":0.3566487025284014,"score_spread":0.3289413248390296,"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."}}