{"id":"W4310601066","doi":"10.7554/elife.81457","title":"Long term intrinsic cycling in human life course antibody responses to influenza A(H3N2): an observational and modeling study","year":2022,"lang":"en","type":"article","venue":"eLife","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Institute of Allergy and Infectious Diseases; National Institute on Aging; National Institutes of Health; Engineering and Physical Sciences Research Council; National Institute for Health and Care Research; Medical Research Council Canada; Wellcome Trust; Medical Research Council; Wellcome","keywords":"Seroconversion; Immunology; Biology; Antibody; Immune system; Hemagglutination assay; Antibody titer; Immunity; Antigenic variation; Cohort; Antigen; Virology; Titer; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001931284,0.0002771042,0.0003279458,0.0005101648,0.000320579,0.0003714511,0.000764959,0.0006394479,0.000746588],"category_scores_gemma":[0.003970069,0.0002518386,0.0006549659,0.0004480953,0.0003623651,0.0004271499,0.0004676892,0.0004820146,0.0001305296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005555075,"about_ca_system_score_gemma":0.0004974508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02077494,"about_ca_topic_score_gemma":0.01565219,"domain_scores_codex":[0.999665,0.0001434786,0.00001999028,0.0001102406,0.00002435019,0.00003698492],"domain_scores_gemma":[0.9978048,0.001075734,0.0005335489,0.0003278759,0.000118138,0.0001398032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001436314,0.0002377911,0.9224582,0.00004729105,0.0003258779,0.0002878195,0.0003931795,0.06640911,0.001120661,0.001763889,0.0008435154,0.005969001],"study_design_scores_gemma":[0.00002969157,0.0001766043,0.3381901,0.00001754563,0.00009456745,0.0002581756,0.0002655204,0.6576993,0.0003468247,0.002136928,0.0007508816,0.00003370591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967126,0.00008093969,0.00259757,0.00008437758,0.000003938354,0.00001100867,0.0003357827,0.00001106781,0.0001628238],"genre_scores_gemma":[0.998463,0.00007000045,0.0008782573,0.00001676929,0.000007732158,0.00001567556,0.0004184772,0.000003483346,0.0001265796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02077494,"threshold_uncertainty_score":0.04130799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3008536191037666,"score_gpt":0.5031556586083991,"score_spread":0.2023020395046324,"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."}}