{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01394984,0.0006403701,0.001059573,0.002493087,0.0002563283,0.000901955,0.00121045,0.000834611,0.008234797],"category_scores_gemma":[0.04161035,0.0001973624,0.002064016,0.001563212,0.0004073804,0.001032039,0.0008112446,0.0006705038,0.0003153368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002376846,"about_ca_system_score_gemma":0.00119585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008908,"about_ca_topic_score_gemma":0.002669085,"domain_scores_codex":[0.9854878,0.01087875,0.000492345,0.0008925135,0.001381536,0.0008670161],"domain_scores_gemma":[0.9612104,0.03166359,0.00248665,0.000855053,0.003059292,0.0007250211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07565962,0.005365735,0.358303,0.00743086,0.0284381,0.0006684398,0.001055922,0.1482873,0.005984957,0.02674768,0.009687955,0.3323705],"study_design_scores_gemma":[0.005228697,0.0921334,0.7257351,0.0009730779,0.01684197,0.0007458833,0.002017145,0.1260196,0.007062515,0.008613633,0.0144721,0.0001568575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751197,0.004785376,0.005260259,0.0004943998,0.000123975,0.000613468,0.002354448,0.00008793086,0.01116037],"genre_scores_gemma":[0.9953245,0.0005336219,0.001985141,0.00007689143,0.00003947417,0.0002775235,0.00109713,0.00001340351,0.0006523205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01394984,"threshold_uncertainty_score":0.0737747,"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."}}