{"id":"W2276525458","doi":"10.1086/591197","title":"Modeling Infectious Diseases in Humans and Animals:Modeling Infectious Diseases in Humans and Animals","year":2008,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Medicine; Infectious disease (medical specialty); Virology; Immunology; Disease; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007095686,0.0009143934,0.002160768,0.001145248,0.0009283138,0.0001885695,0.0002285326,0.0004221617,0.00009737878],"category_scores_gemma":[0.007738347,0.0008705717,0.0005341239,0.0009796001,0.001362249,0.0005796666,0.0006539542,0.001277445,0.00004539294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004430046,"about_ca_system_score_gemma":0.0005912599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001341255,"about_ca_topic_score_gemma":0.002068055,"domain_scores_codex":[0.9931262,0.0007272432,0.002127718,0.001760223,0.0008375254,0.001421155],"domain_scores_gemma":[0.9954674,0.001605553,0.0002687989,0.0008175716,0.0004968641,0.001343831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005786463,0.002684358,0.9856738,0.0005749711,0.000295578,0.0007062735,0.0004274374,0.006862144,0.00004908711,0.0002726793,0.0001669755,0.001708066],"study_design_scores_gemma":[0.01070854,0.002122098,0.9346653,0.0007348174,0.0006337191,0.00006425468,0.0003154074,0.04517085,0.000003310491,0.004369098,0.0001932568,0.001019319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717616,0.0241005,0.0002224084,0.0001769521,0.0002705576,0.001721407,0.0002267915,0.0006843182,0.0008353967],"genre_scores_gemma":[0.9782895,0.0193802,0.00001783933,0.0008928762,0.0007442059,0.0004310085,0.00004950631,0.0001487405,0.00004609598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05100846,"threshold_uncertainty_score":0.9993745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1332755001477477,"score_gpt":0.4283951542957187,"score_spread":0.295119654147971,"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."}}