{"id":"W2568653165","doi":"10.1016/s2468-2667(17)30004-x","title":"Have you herd? Indirect flu vaccine effects are critically important","year":2017,"lang":"en","type":"letter","venue":"The Lancet Public Health","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; Public Health Ontario; University of Toronto","funders":"Medical Research Council","keywords":"Vaccination; Medicine; Scopus; Herd immunity; Influenza vaccine; Epidemiology; Disease; Seasonal influenza; Immunology; Intensive care medicine; MEDLINE; Internal medicine; Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19); Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005335071,0.0007111158,0.002935394,0.0003533811,0.001094461,0.0003444502,0.00136825,0.0007220003,0.0001877232],"category_scores_gemma":[0.01092221,0.000428039,0.000312861,0.0002166337,0.0003681165,0.0001659911,0.0005665614,0.00631912,0.0002637013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008028258,"about_ca_system_score_gemma":0.002554971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006876381,"about_ca_topic_score_gemma":0.0001993037,"domain_scores_codex":[0.9923097,0.001038815,0.0009533393,0.000887144,0.001719464,0.003091497],"domain_scores_gemma":[0.9934518,0.001056093,0.0007998402,0.003268128,0.0008176414,0.0006064355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009491032,0.00006992082,0.008672554,0.004235111,0.0005203098,0.001912746,0.0004016382,2.830783e-8,0.000006042843,0.00006366049,0.978631,0.005392053],"study_design_scores_gemma":[0.002260356,0.0005035765,0.03932604,0.001056156,0.00007852273,0.0001810425,0.00005227528,0.00001567567,0.00001491307,0.0002067314,0.9559476,0.00035705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001137152,0.00931466,0.00001440089,0.9767836,0.0006940252,0.002270147,0.0002924979,0.0003125109,0.009181016],"genre_scores_gemma":[0.001972286,0.003631894,0.0002198472,0.9639554,0.02197307,0.0003986347,0.000340145,0.000168425,0.007340306],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03065348,"threshold_uncertainty_score":0.9998171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1785486828215216,"score_gpt":0.4298233148842301,"score_spread":0.2512746320627086,"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."}}