{"id":"W4205827460","doi":"10.1007/978-1-4614-1686-9_9","title":"Epidemic Models","year":2011,"lang":"en","type":"book-chapter","venue":"Texts in applied mathematics","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Measles; Outbreak; Disease; Malaria; Medicine; Pandemic; Tuberculosis; Typhus; Cholera; Environmental health; Virology; Infectious disease (medical specialty); Immunology; Vaccination; Coronavirus disease 2019 (COVID-19)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002032595,0.001069835,0.002620015,0.0003068442,0.0001091177,0.00002031582,0.0009429819,0.001163333,0.001451737],"category_scores_gemma":[0.00121471,0.0008873007,0.0003784725,0.00008242896,0.0003659262,0.00004884835,0.0008113673,0.001294826,0.001075024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004199193,"about_ca_system_score_gemma":0.00008049153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001208015,"about_ca_topic_score_gemma":0.00005246716,"domain_scores_codex":[0.9955466,0.00002855561,0.002146146,0.0009406779,0.0005568063,0.0007811537],"domain_scores_gemma":[0.9913074,0.005742723,0.001175671,0.001531725,0.00007115606,0.0001712842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001539248,0.000149375,0.000001383164,0.001209849,0.0001259895,0.00002215241,0.0009109625,0.00002877558,0.000006775931,0.9805049,0.012658,0.004366468],"study_design_scores_gemma":[0.0003392202,0.00003181787,0.000001579983,0.0006441887,0.000178737,0.000007367033,0.00002921533,0.0007262557,0.00001367341,0.976895,0.0202609,0.0008720653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00002970315,0.0006339232,0.03602031,0.0001257139,0.0001222253,0.001536954,0.00003806404,0.0004717714,0.9610214],"genre_scores_gemma":[0.006780616,0.002848801,0.5075306,0.001757062,0.0005568397,0.0006995481,0.00003717,0.0008252324,0.4789642],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4820572,"threshold_uncertainty_score":0.9997028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3588213835165227,"score_gpt":0.3859684955253709,"score_spread":0.02714711200884823,"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."}}