{"id":"W2947307923","doi":"10.1101/658880","title":"Influenza preimmunity increases vaccination efficacy by influencing antibody longevity, neutralization activity, and epitope specificity","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"National Institutes of Health","keywords":"Vaccination; Virology; Immunology; Antibody; Isotype; Biology; Hemagglutination assay; Virus; Immune system; Antigen; Titer; Monoclonal antibody","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":[0.0001225193,0.0001882892,0.0002045615,0.0001338806,0.0001031918,0.0002894154,0.0001494043,0.0002115194,0.001684686],"category_scores_gemma":[0.0001807559,0.00009877006,0.0001473001,0.00004866824,0.000159608,0.0001671501,0.0001388178,0.0003805087,0.0002043473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352156,"about_ca_system_score_gemma":0.0001107355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006015492,"about_ca_topic_score_gemma":0.0008857307,"domain_scores_codex":[0.9998997,0.00001628451,0.00000570911,0.0000288253,0.00001523786,0.00003418537],"domain_scores_gemma":[0.9998697,0.00002436621,0.00004238582,0.000009011053,0.00001246393,0.00004193162],"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":[0.0008227461,0.0004926506,0.006184143,0.00003546308,0.00002224688,0.00003086785,0.00002898052,0.0001666766,0.9880108,0.00004932589,0.00009216573,0.004064007],"study_design_scores_gemma":[0.0001042332,0.01397402,0.2358175,0.0000283588,0.0001928844,0.0003724189,0.0001979547,0.004809257,0.7400184,0.0002070419,0.00424855,0.00002946052],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992211,0.0002211079,0.0001536092,0.00002968217,0.000009661676,0.000009471613,0.00004975082,0.0000136707,0.0002919368],"genre_scores_gemma":[0.9990104,0.0001027123,0.0002217033,0.00003617982,0.000004827239,0.00001236062,0.00005837621,0.000004135979,0.0005491165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001684686,"threshold_uncertainty_score":0.005635858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04253599076716911,"score_gpt":0.3291562124872965,"score_spread":0.2866202217201274,"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."}}