{"id":"W4224827474","doi":"10.1007/s00285-022-01733-3","title":"A reaction-advection-diffusion model of cholera epidemics with seasonality and human behavior change","year":2022,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Cholera; Basic reproduction number; Advection; Outbreak; Diffusion; Waterborne diseases; Biology; Infectious disease (medical specialty); Environmental science; Mathematics; Disease; Physics; Microbiology; Virology; Population; Medicine; Environmental health; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002238388,0.001320678,0.002172692,0.001353524,0.0009814042,0.002851422,0.003447372,0.004502099,0.005372453],"category_scores_gemma":[0.008351686,0.0009986208,0.00168488,0.001064574,0.002237776,0.002884128,0.001710197,0.00212589,0.0007133319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002310916,"about_ca_system_score_gemma":0.001833736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0305664,"about_ca_topic_score_gemma":0.009807858,"domain_scores_codex":[0.9990645,0.00040804,0.00005110084,0.0002020679,0.00008810105,0.0001861595],"domain_scores_gemma":[0.9961625,0.002314505,0.0005532884,0.0001224688,0.0003915601,0.0004556966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002928915,0.0002223133,0.005781226,0.0001858012,0.0002606885,0.0008885243,0.0006097421,0.76092,0.002879592,0.2211828,0.002948183,0.003828277],"study_design_scores_gemma":[0.00006927431,0.00004833908,0.0006594504,0.0000101573,0.00005370074,0.00006937122,0.00007694727,0.9826093,0.00005876319,0.0158334,0.0004805455,0.00003072226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5667765,0.00327532,0.3749047,0.01646514,0.0009737387,0.0003014043,0.00226148,0.0006332185,0.03440854],"genre_scores_gemma":[0.9707986,0.0008914339,0.004644563,0.0003180082,0.0001694162,0.000109836,0.0003094077,0.0000667712,0.02269201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0305664,"threshold_uncertainty_score":0.06077695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08341171750429328,"score_gpt":0.3447475414716176,"score_spread":0.2613358239673244,"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."}}