{"id":"W2114126556","doi":"10.1371/journal.pmed.0030387","title":"A Comparative Analysis of Influenza Vaccination Programs","year":2006,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Centre for Disease Control","funders":"Canadian Institutes of Health Research; Santa Fe Institute; National Aeronautics and Space Administration","keywords":"Vaccination; Transmission (telecommunications); Pandemic; Mortality rate; Environmental health; Medicine; Outbreak; Population; Public health; Epidemiology; Demography; Disease; Virology; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty)","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":[0.0003052033,0.0001574443,0.000958663,0.0008132682,0.00005860535,0.000004179553,0.00008806762,0.00005730504,0.0004259636],"category_scores_gemma":[0.0003380396,0.0001080592,0.0001178416,0.002141432,0.0002101762,0.00006532831,0.00004213443,0.0001700791,0.00002123515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000959757,"about_ca_system_score_gemma":0.00005041611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005089715,"about_ca_topic_score_gemma":0.0001509591,"domain_scores_codex":[0.9980565,0.00005920056,0.0005353417,0.0002298665,0.0008497119,0.0002693229],"domain_scores_gemma":[0.998517,0.0001691702,0.0001831515,0.0002989664,0.0007417161,0.00009000338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001374998,0.002703846,0.8954291,0.0008635134,0.01437681,0.00008368964,0.007346862,0.0003038115,0.05623228,0.004148182,0.00873372,0.00840315],"study_design_scores_gemma":[0.004331462,0.001364552,0.9641969,0.0003144265,0.005913764,0.000003920884,0.0009338115,0.005350262,0.009685483,0.0002293354,0.007507923,0.0001681654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519884,0.002362333,0.000107551,0.0008896803,0.00002945436,0.0008328313,0.000008838726,0.00008638389,0.04369454],"genre_scores_gemma":[0.9983997,0.00004036625,0.0004082867,0.0003331411,0.0001769781,0.00006966939,0.00009901441,0.00000890787,0.0004639876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06876776,"threshold_uncertainty_score":0.4664002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669661541029768,"score_gpt":0.4330646822551573,"score_spread":0.2660985281521805,"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."}}