{"id":"W2103749215","doi":"10.1098/rsif.2006.0207","title":"The evolutionary epidemiology of vaccination","year":2007,"lang":"en","type":"article","venue":"Journal of The Royal Society Interface","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Vaccination; Adaptation (eye); Biology; Competition (biology); Evolutionary biology; Parasite hosting; Computer science; Ecology; Virology","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":[],"consensus_categories":[],"category_scores_codex":[0.001484139,0.00006333621,0.0001027937,0.00000636746,0.0001091476,0.000002216124,0.0003239618,0.0001051364,0.00001116673],"category_scores_gemma":[0.0004016677,0.00003514466,0.0003221916,0.00004951573,0.00009743342,0.000001577048,0.00010543,0.0001586621,0.000001683201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000041696,"about_ca_system_score_gemma":0.00005781623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004720594,"about_ca_topic_score_gemma":0.000009327389,"domain_scores_codex":[0.9991833,0.0001029159,0.0004012834,0.0000642193,0.000109429,0.0001388638],"domain_scores_gemma":[0.9990212,0.0001072227,0.0004483958,0.0001677819,0.0002208166,0.00003456192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008349801,0.0003247422,0.1128323,0.00005841516,0.001045116,8.219622e-7,0.0006921437,0.3377056,0.06914428,0.001906174,0.4637735,0.01168195],"study_design_scores_gemma":[0.001649286,0.001227425,0.6749867,0.00007574583,0.0001353087,0.0001586572,0.002339336,0.07093539,0.07111407,0.003906616,0.1731527,0.0003187764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6129995,0.009458164,0.3724032,0.00300802,0.001058404,0.00009910596,0.000005239761,0.000002551108,0.000965772],"genre_scores_gemma":[0.9947938,0.0002389833,0.001802163,0.0002237489,0.0001856002,2.994202e-7,8.914108e-7,0.000005376705,0.002749098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5621545,"threshold_uncertainty_score":0.1433158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008913300303997767,"score_gpt":0.2911126183212681,"score_spread":0.2821993180172703,"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."}}