{"id":"W2315423634","doi":"10.12688/f1000research.8461.1","title":"Control of Aedes aegypti in a remote Guatemalan community vulnerable to dengue, chikungunya and Zika virus: Prospective evaluation of an integrated intervention of web-based health worker training in vector control, low-cost ecological ovillantas, and community engagement","year":2016,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"Grand Challenges Canada","keywords":"Chikungunya; Mosquito control; Dengue fever; Medicine; Aedes aegypti; Public health; Community health; Aedes; Zika virus; Environmental health; Intervention (counseling); Vector (molecular biology); Nursing; Ecology; Virology; Biology; Virus; Immunology; Malaria","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02693284,0.0003346675,0.001575496,0.0007669336,0.0001921427,0.000035594,0.0003731484,0.0002725582,0.0001398179],"category_scores_gemma":[0.004063493,0.0002631874,0.0001500807,0.0003625803,0.0003385353,0.00007431686,0.0003339441,0.002811995,6.708027e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006257619,"about_ca_system_score_gemma":0.001361649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01614778,"about_ca_topic_score_gemma":0.01997918,"domain_scores_codex":[0.9777451,0.01913919,0.001277079,0.0004294572,0.0009117602,0.0004974072],"domain_scores_gemma":[0.995427,0.001863202,0.0005419229,0.0008383634,0.001019292,0.0003102089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05047816,0.01432477,0.4450707,0.01162357,0.001383118,0.0000455599,0.01968104,0.003836663,0.05185311,0.0003252284,0.00007790937,0.4013002],"study_design_scores_gemma":[0.02757331,0.0032138,0.8614583,0.00768027,0.0001975174,0.000002541991,0.005463318,0.09229837,0.001183082,0.0007034623,0.000009496858,0.0002165244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891072,0.001066779,0.0009601381,0.0004548981,0.00004912678,0.00741253,0.0008133157,0.00002348417,0.0001125535],"genre_scores_gemma":[0.9987293,0.00009597215,0.0001888931,0.0001138717,0.00002973542,0.0004975765,0.0003023308,0.00003373678,0.000008614745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4163876,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1089452247961308,"score_gpt":0.4127466419569297,"score_spread":0.3038014171607989,"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."}}