{"id":"W4395467261","doi":"10.1093/cid/ciae021","title":"How Does the Proportion of Never Treatment Influence the Success of Mass Drug Administration Programs for the Elimination of Lymphatic Filariasis?","year":2024,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"European and Developing Countries Clinical Trials Partnership; Fundación Mundo Sano; Eisai; University of Oxford; Imperial College London; Fred Hollows Foundation; Children's Investment Fund Foundation; Wellcome Trust; Bill and Melinda Gates Foundation; Li Ka Shing Foundation; Foreign, Commonwealth and Development Office; European Commission; Sanofi; World Health Organization; Gilead Sciences; Merck KGaA; Medical Research Council; Bayer; AstraZeneca; Pfizer; United States Agency for International Development","keywords":"Lymphatic filariasis; Ivermectin; Mass drug administration; Diethylcarbamazine; Albendazole; Medicine; Wuchereria bancrofti; Transmission (telecommunications); Population; Filariasis; Microfilaria; Internal medicine; Environmental health; Immunology; Surgery; Veterinary medicine; Helminths","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":[0.0003629819,0.0001314614,0.0002816615,0.00004154139,0.00009947459,0.00006459482,0.0001141955,0.00004452139,0.00001535787],"category_scores_gemma":[0.001269821,0.00004811549,0.000413786,0.0002220558,0.0006010234,0.0001576271,0.00001860777,0.00005503014,0.000001339273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000695538,"about_ca_system_score_gemma":0.0005667871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005636067,"about_ca_topic_score_gemma":0.00004729219,"domain_scores_codex":[0.9985591,0.0001685713,0.0005018093,0.0002111567,0.0004045388,0.0001548947],"domain_scores_gemma":[0.9968567,0.002038608,0.0002406224,0.0003882782,0.0003745596,0.0001012292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001027653,0.005608665,0.7003382,0.001496165,0.002004772,0.00001968985,0.0002070652,0.00007523825,0.0001702841,0.004217524,0.0002441222,0.2845906],"study_design_scores_gemma":[0.001966307,0.003577596,0.9784408,0.0004003972,0.003359858,0.000005464069,0.000387253,0.002814789,0.005525115,0.002692126,0.0007402687,0.00009009419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882438,0.002002423,0.0005857091,0.005862917,0.0001716915,0.002883763,0.0001632237,0.00003784036,0.00004865569],"genre_scores_gemma":[0.9981529,0.0004657396,0.00001307702,0.00004432384,0.0001140511,0.0008501352,0.00009312639,0.00001161992,0.0002550479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2845005,"threshold_uncertainty_score":0.2214496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03792015184121528,"score_gpt":0.4081616713693131,"score_spread":0.3702415195280978,"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."}}