{"id":"W2891768070","doi":"10.5539/jmr.v10n5p137","title":"Modeling Optimal Control of Cholera Disease Under the Interventions of Vaccination, Treatment and Education Awareness","year":2018,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Basic reproduction number; Cholera; Vaccination; Pontryagin's minimum principle; Disease; Population; Cholera vaccine; Epidemic model; Health education; Public health; Optimal control; Mathematics; Environmental health; Medicine; Biology; Immunology; Virology; Mathematical optimization; Vibrio cholerae","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004087289,0.00009941511,0.0004268659,0.0001977915,0.0001766265,0.00002340296,0.0002556573,0.00004180478,0.00006697658],"category_scores_gemma":[0.005588799,0.00005403861,0.0001959809,0.0001881658,0.000193876,0.00008694906,0.0001029556,0.0001662495,0.000001427431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001415852,"about_ca_system_score_gemma":0.0002925193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003148993,"about_ca_topic_score_gemma":0.00001203777,"domain_scores_codex":[0.9979898,0.0003346189,0.0009395212,0.0001003034,0.0004699476,0.0001658561],"domain_scores_gemma":[0.9936889,0.003611454,0.0004838637,0.0002606787,0.001861852,0.00009323394],"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":[0.001818234,0.03292196,0.02588333,0.01672358,0.004900932,0.00001238846,0.04397197,0.03488667,0.00384063,0.7934828,0.007174693,0.03438284],"study_design_scores_gemma":[0.002004824,0.001516722,0.008432604,0.001716704,0.0004484683,0.00001994838,0.008829506,0.2019041,0.000696937,0.7741064,0.0001643494,0.0001593828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7884437,0.00101943,0.2064375,0.003605232,0.00005753464,0.0003413201,0.000008572835,0.000003844833,0.00008288347],"genre_scores_gemma":[0.9907843,0.0002901699,0.008630865,0.00002149026,0.0001250405,0.00002116725,3.743191e-7,0.00001037383,0.0001162099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2023406,"threshold_uncertainty_score":0.6690718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5549017049181342,"score_gpt":0.5822959449727587,"score_spread":0.02739424005462454,"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."}}