{"id":"W4395467637","doi":"10.1093/cid/ciae071","title":"An Ensemble Framework for Projecting the Impact of Lymphatic Filariasis Interventions Across Sub-Saharan Africa at a Fine Spatial Scale","year":2024,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control","funders":"Li Ka Shing Foundation; University of Oxford; World Health Organization; Bill and Melinda Gates Foundation","keywords":"Psychological intervention; Lymphatic filariasis; Baseline (sea); Neglected tropical diseases; Intervention (counseling); Scale (ratio); Geography; Endemic diseases; Public health; Environmental health; Environmental resource management; Filariasis; Medicine; Environmental science; Cartography; Political science","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":[0.001556555,0.0008800032,0.0008886128,0.0007916877,0.0004977178,0.001231428,0.001204539,0.001041218,0.002441348],"category_scores_gemma":[0.003465697,0.0004828532,0.001331201,0.0009274596,0.0004060509,0.0008729275,0.001124589,0.001213215,0.0001946776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009304491,"about_ca_system_score_gemma":0.001983883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05808604,"about_ca_topic_score_gemma":0.03618115,"domain_scores_codex":[0.9995725,0.0002210943,0.00001935916,0.00007878288,0.00004317802,0.0000651692],"domain_scores_gemma":[0.9989525,0.0006036355,0.0001035636,0.00004717529,0.0002146011,0.00007845893],"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":[0.00001700551,0.00001077313,0.001821797,0.00001539862,0.00006158256,0.000022259,0.00001668168,0.9912878,0.00009507869,0.001466676,0.0005579909,0.004627107],"study_design_scores_gemma":[0.000004360015,0.00000502053,0.0002778084,0.000005162982,0.000009954168,0.000002472888,0.000009345388,0.9981077,0.00002163115,0.001356371,0.0001969722,0.000003138961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2671601,0.001923196,0.7167205,0.002581733,0.0002732882,0.0001333357,0.004242273,0.000814965,0.00615072],"genre_scores_gemma":[0.9109438,0.0008858469,0.08177636,0.0003347755,0.0001270106,0.0002825463,0.00356174,0.00008315398,0.002004717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05808604,"threshold_uncertainty_score":0.1154959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09774504985536596,"score_gpt":0.5117154948866046,"score_spread":0.4139704450312386,"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."}}