{"id":"W3184586079","doi":"10.1371/journal.pntd.0008824","title":"Predicting the environmental suitability for onchocerciasis in Africa as an aid to elimination planning","year":2021,"lang":"en","type":"article","venue":"PLoS neglected tropical diseases","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Manitoba; University of Toronto; Centre for Global Health Research; McMaster University; University of Waterloo","funders":"Medical Research Council; Department for International Development; European and Developing Countries Clinical Trials Partnership; Wellcome Trust; Amarin Corporation; European Society for Clinical Nutrition and Metabolism; Bill and Melinda Gates Foundation; European Commission; National Institute of Environmental Health Sciences; U.S. Department of Veterans Affairs","keywords":"Onchocerciasis; Ivermectin; Onchocerca volvulus; Transmission (telecommunications); Geography; Mass drug administration; Statistics; Cartography; Ecology; Biology; Environmental health; Computer science; Medicine; Population; Mathematics; Immunology","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":[0.001143735,0.00064849,0.0003661465,0.001265489,0.0003408125,0.0009555221,0.0003126459,0.0003857777,0.0009432452],"category_scores_gemma":[0.005062268,0.0003100554,0.0003549101,0.001257548,0.0002746177,0.0006978223,0.0007658278,0.0004512979,0.0001894212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004552128,"about_ca_system_score_gemma":0.0006293161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01379176,"about_ca_topic_score_gemma":0.01928537,"domain_scores_codex":[0.999576,0.0002206115,0.00002391042,0.00006273586,0.00005033646,0.0000663341],"domain_scores_gemma":[0.998376,0.001022021,0.0003111108,0.00006384817,0.0001530158,0.0000739672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000216908,0.00008620659,0.6296229,0.0001442136,0.0001264466,0.0004568024,0.0004605446,0.2989157,0.004664646,0.0009502058,0.001193156,0.06316211],"study_design_scores_gemma":[0.00002760146,0.0001709111,0.3597281,0.00009447701,0.00006848688,0.0002151282,0.001690375,0.6312992,0.00197166,0.002779411,0.00190911,0.0000454816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690222,0.0002960254,0.02719346,0.0004157395,0.000007446833,0.00008284296,0.001064614,0.0001729196,0.001744743],"genre_scores_gemma":[0.9833097,0.0001614068,0.01570028,0.00001463838,0.000004922135,0.0000328149,0.0005618371,0.00000965967,0.0002048008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01379176,"threshold_uncertainty_score":0.02742296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03532522548846893,"score_gpt":0.3253492201550053,"score_spread":0.2900239946665364,"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."}}