{"id":"W4385621747","doi":"10.1016/s2542-5196(23)00137-7","title":"Effects of next-generation, dual-active-ingredient, long-lasting insecticidal net deployment on insecticide resistance in malaria vectors in Tanzania: an analysis of a 3-year, cluster-randomised controlled trial","year":2023,"lang":"en","type":"article","venue":"The Lancet Planetary Health","topic":"Malaria Research and Control","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Foreign, Commonwealth and Development Office; Department for International Development; Medical Research Council; Royal Society; Department of Health and Social Care; Wellcome Trust; Department for International Development, UK Government; National Institute for Health and Care Research; Bill and Melinda Gates Foundation","keywords":"Biology; Permethrin; Anopheles gambiae; Toxicology; Piperonyl butoxide; Malaria; Bioassay; Pyriproxyfen; Veterinary medicine; Pesticide; Medicine; Ecology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003025476,0.0002191542,0.001852115,0.0008400921,0.00008044337,0.00001790592,0.0001658523,0.00009751991,0.0000352727],"category_scores_gemma":[0.001495501,0.000156627,0.000141955,0.001491543,0.00006124521,0.0000876565,0.00003063509,0.00049336,0.000002723164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803241,"about_ca_system_score_gemma":0.0003991915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003993812,"about_ca_topic_score_gemma":0.04056759,"domain_scores_codex":[0.9956568,0.001731916,0.0009886681,0.0003798439,0.0006164818,0.0006262873],"domain_scores_gemma":[0.9964613,0.002390333,0.000453312,0.0004361893,0.00007534131,0.0001835014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.9481633,0.0006876015,0.03505173,0.0006016641,0.001037896,0.0001860256,0.001514912,0.008918573,0.002921145,0.0003665908,0.0002762736,0.0002743486],"study_design_scores_gemma":[0.3718583,0.002405682,0.5814969,0.000198972,0.0002793058,0.000001889679,0.0000822669,0.04337962,0.0001669944,0.0000276408,0.000007272399,0.00009512893],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893388,0.0003602309,0.00004516376,0.004657673,0.0001961625,0.005180047,0.00004435288,0.00004233212,0.0001352694],"genre_scores_gemma":[0.9980426,0.0002344722,0.00006976088,0.0006308772,0.0003743329,0.0002810858,0.0003120826,0.00002006337,0.0000347555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5763049,"threshold_uncertainty_score":0.9769396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04598367231259829,"score_gpt":0.3154257810261307,"score_spread":0.2694421087135324,"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."}}